{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Purpose: Investigate Additional Exchanges"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What other stock exchange databases besides WIKI will work with Stocker? The main issue is making sure the data is daily and finding the right column to analyze."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# BSE and NSE\n",
    "import quandl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import fbprophet\n",
    "import pytrends\n",
    "from pytrends.request import TrendReq\n",
    "\n",
    "# matplotlib pyplot for plotting\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock = quandl.get('NSE/TECHM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Last</th>\n",
       "      <th>Close</th>\n",
       "      <th>Total Trade Quantity</th>\n",
       "      <th>Turnover (Lacs)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-08-28</th>\n",
       "      <td>521.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>502.00</td>\n",
       "      <td>553.00</td>\n",
       "      <td>554.25</td>\n",
       "      <td>15166163.0</td>\n",
       "      <td>83717.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-08-29</th>\n",
       "      <td>555.0</td>\n",
       "      <td>563.9</td>\n",
       "      <td>535.55</td>\n",
       "      <td>536.10</td>\n",
       "      <td>539.30</td>\n",
       "      <td>3929113.0</td>\n",
       "      <td>21515.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-08-30</th>\n",
       "      <td>537.0</td>\n",
       "      <td>542.9</td>\n",
       "      <td>521.50</td>\n",
       "      <td>529.00</td>\n",
       "      <td>528.10</td>\n",
       "      <td>2034983.0</td>\n",
       "      <td>10776.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-08-31</th>\n",
       "      <td>525.0</td>\n",
       "      <td>544.0</td>\n",
       "      <td>515.00</td>\n",
       "      <td>539.35</td>\n",
       "      <td>538.45</td>\n",
       "      <td>1670990.0</td>\n",
       "      <td>8904.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-09-01</th>\n",
       "      <td>539.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>535.10</td>\n",
       "      <td>541.35</td>\n",
       "      <td>541.85</td>\n",
       "      <td>1176195.0</td>\n",
       "      <td>6380.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open   High     Low    Last   Close  Total Trade Quantity  \\\n",
       "Date                                                                     \n",
       "2006-08-28  521.0  569.0  502.00  553.00  554.25            15166163.0   \n",
       "2006-08-29  555.0  563.9  535.55  536.10  539.30             3929113.0   \n",
       "2006-08-30  537.0  542.9  521.50  529.00  528.10             2034983.0   \n",
       "2006-08-31  525.0  544.0  515.00  539.35  538.45             1670990.0   \n",
       "2006-09-01  539.0  549.0  535.10  541.35  541.85             1176195.0   \n",
       "\n",
       "            Turnover (Lacs)  \n",
       "Date                         \n",
       "2006-08-28         83717.60  \n",
       "2006-08-29         21515.30  \n",
       "2006-08-30         10776.30  \n",
       "2006-08-31          8904.46  \n",
       "2006-09-01          6380.39  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock2 = quandl.get('BSE/CPSE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-07-08</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1415.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-07-09</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1471.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-07-10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1486.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-07-11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1446.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-07-14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1460.94</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Open  High  Low    Close\n",
       "Date                                \n",
       "2008-07-08   NaN   NaN  NaN  1415.09\n",
       "2008-07-09   NaN   NaN  NaN  1471.62\n",
       "2008-07-10   NaN   NaN  NaN  1486.05\n",
       "2008-07-11   NaN   NaN  NaN  1446.56\n",
       "2008-07-14   NaN   NaN  NaN  1460.94"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "path_to_stocker = 'C:/Users/Will Koehrsen/Documents/Data-Analysis/stocker'\n",
    "sys.path.insert(0, path_to_stocker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stocker import Stocker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPSE Stocker Initialized. Data covers 2008-07-08 to 2018-01-31.\n"
     ]
    }
   ],
   "source": [
    "cpse = Stocker(ticker = 'CPSE', exchange='BSE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Top Related Queries: \n",
      "\n",
      "            query  value\n",
      "0     india times    100\n",
      "1  times of india     94\n",
      "2   bank of india     81\n",
      "3   india cricket     78\n",
      "4      news india     67\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "                         query  value\n",
      "0  india national cricket team  69000\n",
      "1      india vs sri lanka 2017  11550\n",
      "2           rio olympics india   9250\n",
      "3    samsung j2 price in india   8700\n",
      "4      india vs australia 2017   7550\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22bb990e748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cpse.changepoint_date_analysis(search='India')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TECHM Stocker Initialized. Data covers 2006-08-28 to 2018-01-31.\n"
     ]
    }
   ],
   "source": [
    "techm = Stocker('TECHM', 'NSE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Adj. Close = 2921.65 on 2015-03-11.\n",
      "Minimum Adj. Close = 209.30 on 2009-01-23.\n",
      "Current Adj. Close = 612.65 on 2018-01-31.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22bbb227ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "techm.plot_stock()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22bb241c7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "techm.changepoint_prior_analysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Stocker Initialized. Data covers 1986-03-13 to 2018-01-30.\n"
     ]
    }
   ],
   "source": [
    "msft = Stocker('MSFT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22bb9a0df60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msft.changepoint_prior_analysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Top Related Queries: \n",
      "\n",
      "              query  value\n",
      "0        msft stock    100\n",
      "1        msft price     43\n",
      "2  msft stock price     35\n",
      "3              aapl     25\n",
      "4              amzn     14\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "                    query  value\n",
      "0              snap stock  39500\n",
      "1                alphabet  23750\n",
      "2  amzn stock price today  18900\n",
      "3       msft connect test  16150\n",
      "4          snapchat stock  13700\n"
     ]
    },
    {
     "data": {
      "image/png": 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OTg6ZmJiQtrY29wN/8eJFzhe5PEobssnJydSgQQPS09OjI0eOVKi9UkN25MiRFBoaSrNmzaLhw4eToaEhASBfX1+Zc1pYWMg1jIjkG7LOzs6krq5OiYmJ79Xl2bNnpK6uXqYBsGLFCgJA+/btq1AbS/PixQsCQMHBwbx06ZiRZ/hI87Kzs7k0e3t70tLS4hlQUrp166awIUtEdOjQIbK2tuaNOTMzMwoICKBjx47xypaUlFCdOnXI0dFR7gNWVFQUAaCVK1eWe97y+mLv3r0ydYqLizlD6V2DSB5SQ/b+/fty84yNjcuVQfSvIVvWcfXqVa6s1CAYMGCAXFnjxo2T+/AmbV+dOnWobdu2XJrU11Nef0i//5UxZIuKisjAwIAaN24s95ru2rWLANDatWu5NKmxJG/NgTTv9u3bXFrPnj0JAMXExMjVqTS//PILAaCNGzfy0nv27EkCgUDutZRHWYbsrFmzCAAtWbJEps7p06dlHnCkhmz9+vWpsLBQoXNLKW3IPnnyhNTV1enLL78kIsn9TCAQ0IwZM3j6vuvbGhERwT2wSA9ra2saPny4jH9saTnyDhMTkzJ1ZYZs9cNcCxgcQ4cOxYwZMxAeHg43NzdERkaibdu2cHZ2LrOOtrY2Nm7ciB9//BEHDhzAxYsXcfHiRVy5cgVXrlzBunXrcOrUKe71pZRGjRrhzp071d0kDjc3N9y6dQvnzp3DiRMncPnyZcTGxiI6OhrR0dEYMmQINm/eDIFAUK6sq1evAoDc0EC6urpo1aoVDh8+jMTERDRr1gwXL14EgAq9ar1z5w46duyIkpISHD9+HK1bt1a4bmk2bNjA/a+vr4/GjRtj8ODBciNGNG/e/L2uBKXJzc3F7du34ejoCCcnp/eWvXTpEkpKSpCfn8/zx5SSlJQEQNLmslxYpBARIiIiEBkZiVu3biErK4vnN5iWlia3nrzVwVZWVgCA169fQ19fH2/evEFKSgqcnZ3lusl07ty5QtEbvLy8cP/+fZw8eRIxMTHcmNu5cyd27tyJGTNmYP78+QCAu3fv4tWrV7C0tJR5dQwAz549AwDed+ZD+6JNmzYyaXfu3EF2dja6d+/Ocx94H0ZGRrC3t5dJt7Ky4nwQFWXBggX49ttvFSorT38AOH/+PAQCAfbv349Dhw7J5AuFQl7/ScMrde7cWaasvLSKkpCQgOzsbNja2sq9phkZGQAg9z5Y3niVcvHiRWhra8uN+PAuQUFB+O6777B+/XoMGzYMgCR04tGjR9GtWze517IivO++2KFDB2hpaeHatWsyeS1atFDYlUAelpaW8PLywpYtW7Bo0SJERESAiMpc1yElODgYAwcOxD///IPY2FhcuXIFZ8+eRUREBDZt2oS1a9fy3I6kXLp0SenRGhh8mCHL4DA3N4ePjw+2b98OX19fJCcnY/r06QrVtbKyQkhICEJCQgAA9+7dw4gRIxATE4MpU6bIxGlVBgKBAB06dOAW2RAR9u7di2HDhmHr1q3w9/fHp59+Wq6c7OxsAEDdunXl5kuNoKysLAD//vDUr19fYV0TExPx6tUrdOrUCU2bNlW43rucO3cO7dq1U6hsWe2RR0XaJF38dubMGZw5c6bMcu/GG5bHpEmTsGrVKlhbW8PX1xf16tWDUCgEIAmxVlBQILeeoaGhTJp0kYd0EYr0epmbm8uVUZH+KX2O7t27cwuEiouLERkZibFjx2LBggXo378/XF1duT6Kj49HfHx8mfJK99GH9oW8dnzIGJXXp4CkzWUtSqoKyroOL1++BBG9Nzh/6YU9WVlZ0NDQkGu4f8i1lqcPIInDffPmzTLLyRv3ioxXQNKGBg0aKPQAbmxsDH9/f2zduhWJiYlo2LAhwsPDIRaL5RpsFeV990U1NTWYmZnhxYsXMnlV0dfDhw/HgQMHsHfvXmzcuBGdOnUq9wEbkEzE+Pr6wtfXFwDw9u1bLFq0CLNnz8akSZPQr18/mJmZVVo/RvXCohYweIwYMQKvXr3CyJEjoa2tjcDAwA+S4+DgwO2AdPz48SrUsOoQCATo168fpkyZAkBxPaWr0KUzKu8iTZeWky4Se/LkicK6+fr6Yvbs2YiNjUWfPn2Ql5encN0PRZEfQynSH1pF2iTth2nTpoEk7kxyj3fjL75LZmYmVq9eDRcXF9y5cweRkZFYsGABZs+eLXfBTEWR6pmZmSk3v6zrXRE0NDQwatQoDB48GABw4sQJ3rn9/f3f20cRERGcjh/aF/Ku84eMUWVR1jg1MDCAQCBAbm5umf1XeiMQQ0NDFBcXy43GIO9aSxc1yYunDfxryJXWBwAGDhz43mv6+++/K9ZwORgaGiI9PR1EpFD5L774AoAkAoRYLEZERARMTU0VWmhZHu+7LxIRnj17JjeCR0XuO2Xh6+sLU1NTfPnll3j48CFGjBjxQXK0tbURGhqKDh06ID8/H2fPnq20bozqhxmyDB4+Pj6wsLDAkydP4O/vL/fGoyi6urpVqFn1IU9PdXV1AJC725k0LIu8Xb/y8vIQFxcHbW1tNGrUCMC/r0KPHDlSIb1CQ0Mxd+5cnDhxAr179/4oxqyiSMMypaSkcK4BZdG6dWsIBIIKv25+l/v374OI0L17d+jo6PDyqmKVuYGBAezt7ZGcnIynT5/K5FfVSnZAdsw1adIEBgYGiIuLU2jXtarui0aNGsHAwACXLl2Sa9ipAm3btgUR4cKFCwqVlwa7l9df8tLU1NRgYGAg19hPTk7GmzdveGlNmzaFrq4uLl26VKbxW1natGmDvLw8hUPYde7cGU2aNMGmTZtw4MABpKamYtiwYQq7FL2P990Xz507h8LCQrRo0aLS55GHlpYWhgwZgidPnkBPTw8BAQGVkqcqv10MCcyQZfDQ0NBAVFQUdu/ejR9//LHc8nPnzsWjR49k0okICxYsAACF/Leqk4sXL2LTpk3Iz8+XycvMzMT69esB8PWUhmeRF8+wY8eOcHBwwMGDB2W2R1ywYAGeP3+OwMBA7sehdevWaNOmDWJiYuTOvrxvFuyHH37gQgf5+Pgo9Pr9YzF+/HiUlJRg3LhxMjE68/PzuVerFhYWCAgIwNmzZ/Hzzz/LnT26cOFCuYa6ra0tAEnos9Kvrh8/fqywf2V5DB06FIWFhZg1axYv/ciRIxXyjz106BD27t0r14BJTEzkYq1Kx5yGhgbGjh2Lhw8fYvr06XKN2Vu3bnGzxVXdFxoaGvjiiy+QlZWFyZMnyzzAZWVlyY1NW5MYP3481NXVMWHCBLnf21evXvF8NKWxr+fMmcMbv9IYrvJo1aoVkpOTeYZjQUGB3PB5WlpaGDNmDO7fv49vvvlG7li4efOmTOzuijB+/HgAEjeTdx9AiouL5b5dCAkJQUZGBjc7W1XbpA4ZMgTq6upYvHgx70GwsLAQM2bMAPBvaMPq4Ntvv8Xu3btx6NChcg3Rbdu24eTJk3LvRbGxsTh9+jQ0NTXRtm3b6lKXUYUwH1mGDK1bt1Z4cdEvv/yC2bNno1WrVnBzc4OxsTFevHiB48ePIykpCSYmJgoF/K9O0tLSEBQUhAkTJsDd3R2NGzeGhoYGHjx4gOjoaOTm5qJ3794YMGAAV0e6EcLMmTNx584dGBoawtDQEGPHjoWamhoiIyPh5eUFHx8fDBgwALa2trhw4QKOHz8OBwcH/PTTTzwdtmzZgi5duiAkJASbN29G+/btkZ+fj/j4eFy9elWu75iU77//Hmpqapg5cyZ8fHxw4MCBGjFjMHbsWJw6dQo7d+6Ek5MTfH19YWBggNTUVBw+fBgbNmzgXlmuWbMGd+/exddff82139DQEI8ePcLly5eRlJSE9PR0mdnF0tSrVw/+/v74+++/0apVK3Tr1g0ZGRmIjo5G165dcf/+/Uq36euvv8auXbvw+++/Iz4+Hu7u7nj06BF27tyJ3r17yw1iL487d+5gypQpMDU1hbu7OxwcHEBESE5OxoEDB1BYWIixY8fyfijnzJmDK1euYMWKFdi/fz88PDxgZmaGJ0+e4ObNm7h+/TrOnTsHc3PzaumLuXPn4vz589i8eTPOnz+PXr16QSgU4v79+zh06BBiY2OrbUatKmjevDlWrVqF8ePHo1GjRujVqxcaNGiA7OxspKSk4NSpUxg1ahRWrVoFAOjRoweGDh2KzZs3o1mzZvj000/x9u1b7NixAx06dEB0dLTMOaZMmYLjx4/D29sbgYGBEIlE+Oeff2BqairX1zMsLAxXr17FL7/8gqioKLi7u3PX9MaNG7hx4wYuXboEU1PTD2qzr68vvvzySyxbtgxOTk7o168fzM3N8fjxYxw9ehTfffedzMLOoKAgzJgxA2lpaejYsSOaNGnyQed+l4YNG2L+/Pn45ptv8MknnyAgIICLI5uYmAh/f38MGjSoSs4lDwsLC4VdJM6ePYvVq1fDysoK7u7usLGxQX5+Pm7fvo2jR49CLBZj8eLFNTY2OuMdqi0eAqPG8274rfKAnPBbMTEx9O2331L79u3J0tKSNDU1SU9Pj1xcXGj69OmUlpamkBxF+NDwW9nZ2bRlyxYaOnQoNW3alIyMjEhDQ4PMzMyoW7dutGHDBpm4mUREkZGR9Mknn5BQKCQAMuGnbty4Qf379ydTU1PS1NQkW1tbmjRpEj179kyuHk+fPqXJkydTgwYNSEtLi4yNjalt27b0yy+/cGXet0WtNF5i586deTE95VFWHFl5KLItbllbkorFYlq/fj21a9eOdHV1SUdHh5ycnGjMmDEycVPz8vJo0aJF5ObmRrq6uqStrU329vbUr18/2rRpk9ytIt/lzZs3NG3aNLKzsyOhUEhOTk40b948KiwsJADk4eHBKy8dM/KQ9tG74+nFixcUEhJCZmZmJBKJyM3NjXbt2lWhLWozMzPp999/p/79+1OjRo1IX1+fNDU1qV69etSnTx/666+/5NYrLi6mdevWUceOHcnAwICEQiHZ2NiQt7c3rV27lnJycqqlL6Tk5+fT4sWLqUWLFqStrU16enrk7OxM06ZN44XSe98WtYqcR0pFtqiVhjHavHnze8udP3+eAgICqF69eqSpqUlmZmbk5uZG3333Hd25c4dXtqioiH788Ucu7JqDgwP99NNPdPfuXZnwW1K2bdtGzZo1Iy0tLapXrx5NnjyZcnJy5MaRlZ5j7dq11KFDB+6a2traUq9evWjdunW8GLZlhbYiIpo5cyYBoNOnT8vk/fnnn9SlSxcyMDAgkUhE9vb2FBQUxAvVVZoBAwYQAIqMjHxvX8rjfToSScKKde7cmfT09EgkEpGLiwstXbpU5h4rDb8lr4/Lo3T4LUX1LR1+6+HDh7R8+XLq3bs3OTg4kI6ODmlpaZGNjQ0FBATIDbvItqituQiIFPQSZzAYDAbjP0BycjKcnJwwcuRIzvWotkBEaNy4MTIyMpCWlvbetyAMhirAfGQZDAaDwfiPsG/fPiQmJmLYsGHMiGXUCpiPLIPBYDAYtZw1a9bg0aNH+P3336Gjo6NwjHAGo6bDDFkGg8FgMGo58+fPR0ZGBho1aoSff/4ZNjY2ylaJwagSmI8sg8FgMBgMBkMlYT6yDAaDwWAwGAyVhBmyDAaDwWAwGAyVpNb7yIrFYqSlpUFfX79K9nRmMBgMBoPBYFQtRIQ3b97A0tISamqKz7PWekM2LS0N1tbWylaDwWAwGAwGg1EOjx49gpWVlcLla70hq6+vD0DSMQYGBkrWhsFgMBgMBoPxLtnZ2bC2tubsNkWp9Yas1J3AwMCAGbIMBoPBYDAYNZiKuoGyxV4MBoPBYDAYDJWEGbIMBoPBYDAYDJWEGbIMBoPBYDAYDJWk1vvIKgIRobi4GCUlJcpWhcFQWdTV1aGhocHC3DEYDAbjo/GfN2QLCwuRnp6OvLw8ZavCYKg8Ojo6qFevHrS0tJStCoPBYDD+A/ynDVmxWIyUlBSoq6vD0tISWlpabDaJwfgAiAiFhYV49uwZUlJS4OTkVKGA1gwGg8FgfAj/aUO2sLAQYrEY1tbW0NHRUbY6DIZKo62tDU1NTTx8+BCFhYUQiUTKVonBYDAYtRw2ZQKwmSMGo4pg3yUGg8FgfEzYrw6DwWAwGAwGQyVhhiyDwWCtWLPwAAAgAElEQVQwGAwGQyVhhixDYSIjI2FkZPRRzhUcHIx+/fp9lHMxGAwGg8FQTZRqyE6aNAl2dnYQCAS4detWmeXCwsLg4OAABwcH/PDDDx9Rw5pJZmYmvvjiC9jY2EAoFMLCwgJeXl44d+4cV0YgEGDPnj1K1FJCly5dIBAIIBAIIBQK0bBhQ8yfP7/cmL3Lly9HZGTkx1GSwWAwGAyGSqJUQ7Z///6IjY2Fra1tmWViYmKwfft23LhxA7dv38bBgwdx+PDhj6hlzcPf3x/Xr1/Hxo0bkZiYiKioKHTp0gUvX75UtmpyGT16NNLT03H37l1MmjQJ33//PRYvXiy3bElJCcRiMQwNDT/a7C+DwWAwGAzVRKmGrLu7O6ysrN5bZseOHQgODoauri6EQiFGjBiB7du3l1m+oKAA2dnZvENRiAi5ublKOYhIIR1fv36N2NhYLFy4EJ6enrC1tUWbNm0wY8YM9O7dGwBgZ2cHAPj0008hEAi4zwCwdu1aODg4QEtLC40aNcLmzZtl5IeEhKBu3boQiURo1qwZoqOj5ery4sULtGnTBr6+vsjPzy9TZx0dHVhYWMDOzg4TJkxAt27duNliqbtCdHQ0nJ2dIRQK8fDhQxnXArFYjIULF8LR0RFCoRA2Njb48ccfufwnT55g4MCBqFOnDkxMTODn54cHDx4o1KcMBoPBUC6vk7Yg/fRYUEmhslVhQDKJ2LhxYwQHBytblXKp8XFkU1NT4eHhwX22s7PDX3/9VWb5BQsWYM6cOR90rry8POjp6X1Q3cqSk5MDXV3dcsvp6elBT08Pe/bsQbt27SAUCmXKXNq0CeYeHoiIiIC3tzfU1dUBALt378bkyZOxbNkydO/eHdHR0Rg+fDisrKzg6ekJsViMXr164c2bN5i3bB6sba1R8rKEq1+ax48fo2fPnmjVqhXCw8OhoaH4UNLW1sarV6+4z3l5eViwYAHWr18PExMTmJuby9SZMWMGfv/9dyxduhSdOnVCeno67ty5w9X39PRE586dERMTAw0NDYSFhcHb2xs3btz4T+wydeuJxDWnWf1mStZEDk2bSv7Gx1dOzCyJnPi5lZNTVfrUNKqqf6qsn2sYtbVdPFR4bL+6/RuKcx8h/+VNaJu5KVud/zyPHz/G3bt3YWlpqWxVyqXGG7IAeLttlTdzOWPGDEydOpX7nJ2dDWtr62rT7WOjoaGByMhIjB49Gr/++itcXV3h4eGBQYMGwcXFBQBgZmwMADAyMoKFhQVXd/HixQgODsa4ceMAAFOnTsX58+exePFieHp64ujRo7h48SISEhJQqCt5Km7WQdYwSkxMRI8ePeDn54fly5crvBuaWCzGkSNHcPjwYXz55ZdcelFREdasWYPmzZvLrffmzRssX74cq1atQlBQEADAwcEBnTp1AgD88ccfUFNTw/r16zldIiIiYGRkhJMnT6Jnz54K6cdgMBgM5UDFuZK/YjYjWxN49uwZAMDU1FTJmpRPjTdkbWxseK+IHz58CBsbmzLLC4VCubOUiqCjo4OcnJwPqltZKrKzmL+/P3r37o3Tp0/j3LlzOHToEBYtWoT169e/9zVAQkICQkJCeGkdO3bE8uXLAQDXrl2DlZUVGjZsyM3wvcvbt2/RqVMnBAYGcvXKY82aNVi/fj0KCyU3qKFDhyI0NJTL19LS4ozwsvQuKChAt27d5OZfvnwZycnJ0NfX56Xn5+fj3r17CunIYDAYDOUhLs4DAOZaUEN4/vw5AMDMzEzJmpRPjTdkBwwYgAkTJmDcuHHQ0NBAeHg4wsLCquVcAoFAodf7NQGRSIQePXqgR48emDVrFkaNGoXQ0NBy/VnenT0lIi5NW1u73PMKhUJ0794d+/fvx1dffVWujzMADBkyBDNnzoRQKISlpaWMq4K2tvZ7Z3XL00ssFsPNzQ1bt26VyVOFLyGDwWD8lyESg0ok6yxIXKRkbRjAvzOyqvAbqtTFXuPHj4eVlRUeP36M7t27w9HREQDg4+ODuLg4AJLwTQEBAfjkk0/QpEkT9OzZE97e3spUu0bi7OyM3Nxc7rOmhoZMiKsmTZogNjaWl3b27Fk0adIEAODi4oLHjx8jMTGxzPOoqalh8+bNcHNzQ9euXZGWllauboaGhnB0dIS1tbVcf9vycHJygra2No4dOyY339XVFUlJSTA3N4ejoyPvMDQ0rPD5GAwGg/HxoOK3//7PDNkagSoZskqdkV29ejVWr14tk37gwAHe51mzZmHWrFkfS60azYsXLzBgwACMGDECLi4u0NfXR1xcHBYtWgQ/Pz9JIXNz2NnY4NixY+jYsSOEQiHq1KmDr776CgEBAXB1dUW3bt2wb98+7Nq1C0ePHgUAeHh4wN3dHf7+/pg1bxbsGtjh4I2DEAgEvIcHdXV1bN26FYGBgejatStOnjzJ88WtakQiEb755ht8/fXX0NLSQseOHfHs2TPEx8dj5MiRGDJkCH7++Wf4+flh7ty5sLKyQmpqKnbt2qXwrLGqY64vu0CuxvB/n+xKi/GsGjlVpU9No6r6p8r6uYZRW9vFQ0XHttSt4P8flKcIg0OVfGRBtZysrCwCQFlZWTJ5b9++pdu3b9Pbt2+VoNmHkZ+fT99++y25urqSoaEh6ejoUKNGjej777+nvLw8rlxUVBQ5OjqShoYG2draculr1qyhBg0akKamJjVs2JA2bdrEk//ixQsaPnw4mZiYkEgkombNmlF0dDQREUVERJChoSFXtqioiD777DNq0qQJZWRkyNXXw8ODJk+eXGZ73pUpJSgoiPz8/LjPJSUlFBYWRra2tqSpqUk2NjY0f/58Lj89PZ2GDRtGpqamJBQKqUGDBjR69Gi5151Rfajid4rBYCiXwjcPKXGrHSVutaOse38pWx0GETVo0IAA0PHjxz/aOd9nr70PAZGCAUxVlOzsbBgaGiIrKwsGBga8vPz8fKSkpMDe3h4ikUhJGjIYtQf2nWIwGBWl4PUdpB7oBQAwb7MAho6DlKzRf5sZM2bgp59+AgC8evXqo21O9D577X0o1UeWUU0kJUmOyojITEJSZuVkMD4eNfp6+fpKjsqKWeUL31WVl1NV+tQ0qqp/qqyfaxi1tV08VHRsMx/ZmsP9+/c5I7Zdu3YqscNmjY9awPgACgoqL6Ko8jIYH48afb2qKATavcwqCqVWS0OyVVX/VFk/1zBqa7t4qOjYFjNDtsawbds27v/w8HAlaqI4bEaWwWAwGAyG0ii92IttiKBcpNGB1qxZw0U0qukwQ5bBYDAYDIbSKO1awKIWKI+8vDycPXsWANC1a1cla6M4zJBlMBgMBoOhNMQlpWdkmWuBsjhz5gwKCwtRv359NGzYUNnqKAwzZBkMBoPBYCgNKmaGrLLJzs5GZGQkAKBbt27v3W2zpsEWe9VGrK0rL8K48jIYH48afb1++aVqxARUjZyq0qemUVX9U2X9XMOore3ioaJjm7/Yi/nIfmyk27wnJycDkBiyqgQzZGsjVbAtq6E229pVlajR18vLq2rENKsaOVWlT02jqvqnyvq5hlFb28VDRce2mM3IKo2cnBwUFRVxRiwAdO/eXYkaVRzmWsBgMBgMBkNpUHH+v/+zxV4fjZUrV8LAwABr167l0i5dugRLS0slalVxmCFbG7l1S3JURsSTW7j1pOIyZs+ejRYtWlTq3IyK86HX66PQtKnkqKyYWU3RdFbl5VSVPjWNquqfKuvnGkZtbRcPFR3bpRd7gc3IfjROnjwJIsK8efMAAA0aNECrVq2UrFXFYYasCpKZmYkvvvgCNjY2EAqFsLCwgJeXF86dO6ds1T6IkydPQiAQyBzff/+9slVjMBgMRjVDLI6sUnj69CkAydbiAGBqaqpMdT4Y5iOrgvj7+6OoqAgbN25EgwYNkJGRgWPHjuHly5fVet7CwkJoaWlVm/y7d+/y9lfW09OTW66kpAQCgQBqauw5jMFgMFQdtrOXcpAaslJU1ZBllkApiAji4jylHESkkI6vX79GbGwsFi5cCE9PT9ja2qJNmzaYMWMGevfuzZXLevMGISEhMDc3h4GBAbp27Yrr169z+ffu3YOfnx/q1q0LPT09tG7dGkePHuWdy6udF8LCwhAcHAxDQ0OMHj0aAPD48WMMGjQIxsbG0NXVRatWrXDhwgVe3c2bN8POzg6GhoYYNGgQ3rx5U27bzM3NYWFhwR1SQ3b9+vUwNTVFVFQUmjRpAqFQiCdPnnB5jRs3hkgkQpMmTbBu3TqezPPnz6NFixYQiURo3bo1/v77bwgEAtz6v+uFVHZp/vrrL2ho8J/x9u7di5YtW0IkEsHBwQHz5s1DcbHEl6u4uBgCgQDh4eHw9fWFjo4OGjZsiP379/Nk3Lx5E7169YKBgQEMDAzg7u6OlJQUHD9+HFpaWnj27Bmv/OTJk1UqKDWDwWB8CLUt/FbB60Rk3dup8O/6x0QsFiMhIQExMTF49OgRL09VDVk2I1sKKnmLezuV41/kEBAPgYZOueX09PSgp6eHPXv2oF27dhAKhTJliAi9x4+HsZUVDhw4AENDQ6xbtw7dunVDYmIijI2NkZOTAx8fH4SFhUEkEmHjxo3o27cv7t69CxsbG07Wzz//jB9++IF7zZ+TkwMPDw/Ur18fUVFRsLCwwJUrVyAWi7k69+7dw549exAdHY1Xr14hICAAP/30E3788ccP7p83b95g0aJFCA8PR506dWBiYoK1a9fixx9/xMqVK9GiRQtcuXIFo0aNgp6eHoYMGYI3b96gT58+8PLywrZt23Dv3j1Mnjy5wuc+cOAAgoKCsGLFCnTq1AnJyckYPXo01NTUMHPmTK7c7Nmz8fPPP+OXX37B0qVLMXjwYDx8+BBGRkZITU2Fu7s7unfvjhMnTkBPTw9nzpxBcXExPD09YWNjgy1btmDKlCkAJLPf27Ztwy8qGk6HwWAwFIU3I1ui+oZs5qWZyH8WBy0DR2ibuSpbHY7MzEy0bt0aqampvPSAgADs3LkTdnZ2ylGskjBDVsXQ0NBAZGQkRo8ejV9//RWurq7w8PDAoEGD4OLiAgA4cfEibiYlIfPcOc7QXbx4Mfbs2YO//voLISEhaN68OZo3b87JDQsLw+7duxEVFYUJEyZw6V27dsX06dO5z7/99huePXuGS5cuwdjYGADg6OjI01EsFiMyMhL6+voAgKFDh+LYsWPlGrJWVla8zw8fPoSJiQkAiWG3bt06NC21kCEsLAzLli3Dp59+CgCwt7fHzZs3sW7dOgwZMgSbN2+GQCDAhg0bIBKJ4OzsjIcPH2LixIkK9PS/hIWFYebMmRg2bBgAiUP8nDlzMGvWLJ4hO3LkSAwcOBAAsGDBAqxZswZxcXHo3r07Vq1aBRMTE2zfvp2b7W3UqBFXd8SIEYiIiOAM2X379qGwsBD9+/evkK4MBoOhavDCb5HqG7IlbzMlfwuq192vosTExCA1NRVqamq8yacNGzaga9euCAgIUKJ2Hw4zZEshUNeGQ0C80s6tKP7+/ujduzdOnz6Nc+fO4dChQ1i0aBHWr1+P4OBgXM7IQE5eHmcESnn79i3u3bsHAMjNzcWcOXMQHR2NtLQ0FBcX4+3bt9yTmqO5IzTUNWRWMF67dg0tW7bkjFh52NnZcUYsANSrVw+ZmZnltuv06dO8enXq1OH+19bW5hmx6enpSEtLQ1BQEIYPH86lFxcXc+1OSEjg3AGktG/fvlw93uXy5cu4evUq5syZw6WVlJSgoKAABQUFUFdXBwDuQQIADAwMoKOjw7X72rVr8PDwkHFZkDJ8+HCEhoYiLi4OrVq1Qnh4OAYNGgRtbcXGhaO5Y/mFlMXevVUjZkLVyKkqfWoaVdU/VdbPNYza2i4eKjq2qdSMbG2IWiAuzgUAkLhAyZrwSUlJAQAMGjQIubm52Lt3LyZNmgQ9PT188cUXStbuw2GGbCkEAoFCr/drAiKRCD169ECPHj0wa9YsjBo1CqGhoQgODoZYXR316tXDyZMnZeoZGRkBAL766iscPnwYixcvhqOjI7S1tdG/f38UFkpWjIo0RRBAAF1dXV59RQwrTU1N3meBQMB7+isLe3t7Tr930dHhXxepvIiICLi5ufHypIalIv5JampqMuWKivg3UiJCWFgY/Pz8ZOpraWmhpKQEwPvbXV6/1atXDz4+PoiIiED9+vVx+PBhnDlzplz9pYg0ReUXUhaOVWNkV5mxXkX61DSqqn9q9ENRJait7eKhomO7dPit2uBaIC76vyFbUrMiMEgNWXt7e0yYMAF+fn4YMmSIkrWqPMyQrSU4Oztjz549AADXZs3w9OlTaGholOnzcvr0aQQHB3Ov5XNycvDgwQMuP78oHwRZQ9DFxQXr16/Hy5cv3zsrW91YWlqibt26uH//Pvc6/12cnZ2xc+dOFBQUcC4W58+f55UxMzPD69evkZ+fz83cXrt2jVemZcuWSExMlHGhqAguLi74448/UFxcXOas7KhRoxAUFARzc3M0atQIbdu2VVh+fpEkfEqNNGilO8ZU8kc2OVMip9IGSRXpU9Ooqv6psn6uYdTWdvFQ0bFNtShqAYlLQCX5//+/Zhmy9+/fByAxZC0sLHhvM1UZFrVAxXjx4gW6du2KLVu24MaNG0hJScGff/6JRYsWcTOG3W1s0L55c/Tr1w+HDx/GgwcPcPbsWXz//feIi4sDIPFr3bVrF65du4br169j8ODBvFnT5MxkFJfI7rASGBgICwsL9OvXD2fOnMH9+/fx999/f/QYtgKBALNnz0ZYWBhWrlyJxMRE3LhxA+Hh4Vi2bBkA4PPPP0dJSQlGjRqFhIQEREdHyyyeateuHUQiEb777jskJydjy5Yt2Lx5M69MaGgowsPDMXfuXNy+fRsJCQn4448/EBoaqrC+kyZNwosXLzB48GBcvnwZSUlJ2LhxI5KSkrgyPj4+0NbWxvz58zFixIgK9UdyZjL3Q13j8POTHJUVs8oPfqsqL6eq9KlpVFX/VFk/1zBqa7t4qOjYrk3ht6RuBQBAJdXvWpCbm4tmzZph0KBB3BvVskhISAAAODk5VbteHxNmyKoYenp6aNu2LZYuXQp3d3c0a9YMP/zwA0aPHo1Vq1YBkBh5B9asgbu7O0aMGIGGDRti0KBBePDgAerWrQsAWLp0KerUqYMOHTqgb9++8PLygqtr+asrtbS0cOTIEZibm8PHxweffPIJfvrpJ+51/sdkzJgx+PXXX7FhwwZ88skn8PT0xKZNm2Bvbw9A4qe6b98+3LhxAy1atEBoaCgWLlzIk2FmZoZNmzYhKioKLi4u+PPPPzFr1ixeGR8fH0RFReHQoUNwc3NDu3btsHTpUtja2iqsq5mZGY4fP47Xr1/D3d0dbm5uiIiI4LkjqKurIygoCESEoUOHVqJnGAwGQzWgkkKA/p00UfXFXrxQYh/BteDatWuIj4/Hjh07MHLkyDLd+F69esWtgSm9nqM2IKCaGOisCsnOzoahoSGysrJ4wfYByW4WKSkpsLe35y0IUnmk29M2a/bhIv6/3Wmz+h8uoyaSnJwMJycn3Lx5E80q0T/VxfDhw5GVlYVdu3ZVqF5NuV5yv1PSRXrxlVtIKd1eNH5uJRdkVpE+NY2q6p8q6+caRm1tFw8VHNslhVm4/9e/25pr6FrD3i9GiRpVjsKse3i4vzsAwKT5VzBuOq5azxcdHY2+fftynzdt2iR3IuT48ePo1q0bbG1teW6ENYn32Wvvg83IMhg1gKysLBw5cgTbt2+vcHgwBoPBUFVKh96SJKj2jOzHdi149eoV7/O7G/FI+eOPPwAAnTt3rnadPjZssReDUQPo3bs3rl69igkTJsDT01PZ6jAYDMZHgd4xZGuVj2w1L/bKzc3FxYsXAUgi36Snp+PYsWPcdvI///wztm/fjvv37yMrKwuAZO1IbYMZsoz/FI6OjjVy28DY2Fhlq8BgMBgfndILvYCat9K/okhDbwHVPyMbGBiIffv2AQC8vb1x6NAhpKenw9raGkKhkLcFrZqaGubOnYuePXtWq07KgBmytZEq8P1Utq8lo2LU6OtVRf56VebbqEL+gxWhqvqntvqQ1tZ28VDBsc3NyAo0ACoGiWWj5agSfNeC6jPK7927xxmxAGBubo5Zs2Zh3LhxMhsQubi4YPXq1ejUqVO16aNMmCHLYDAYDAZDKUhnZNW1DFFS8ELlXQuoil0LVq9eDQ0NDZmdtzZs2MD7rKamhjFjxiAwMBDJyclISkpCRkYGBg0axEUrqq0wQ7Y28n9fGBgafriItxIZhtofLoPx8ajR1+vwYclfL6/KibklkePVrHJyqkqfmkZV9U+V9XMNo7a2i4cKjm0qkRiyaloGKCl4IZmVJTEEAtVci17atUBcSdeCp0+fYsKECQAkvq3SnTaLiooQERHBK5ueng4AMDQ0hJubm8yOl7UZZsjWRqR+MZUwZB+9lMgwrF8DDSOGDDX6ek2dKvlbydeeU3dK5MQ3q+Tr0yrSp6ZRVf1TZf1cw6it7eKhgmNbGrVATevfcEskLoJAXagslSpF6SgMlZ2Rle7EBQBbtmzBsGHDoK2tjf379+Pp06cwMzPDoEGD8Ouvv3IG738R1XzkYTAYDAaDofKUdi34N1F13QvERTnc//J8ZB89eoQlS5bg6dOn5cq6d+8e9/+YMWMQFhYG4F+3guDgYCxfvhwvX778T83AvgszZBkMBoPBYCgFqbGnpqH7b5oqG7K8nb34rgVHjx6Fq6srpk+fDi8vL7kbE2RnZ3Mhte7evcvLu3z5MgDg6tWrAIBPP/0UAoEAenp6VdkElYMZsoxqw87ODsuWLVO2Gnjw4AEEAgGuXbumbFU+GidPnoRAIMDr16+VrQqDwWCUzf+3pJW4EggkSSocuYBKh98SFyAhIQE7d+7EggUL0KNHDzx//hwAcOPGDdjb22Po0KGoX78+t3366NGj0bZtW8yfP5/bdl5KamoqiAjPnj0DAFhaWn6kVtVsmCGrggQHB0MgEOCnn37ipe/ZswcCgeCj6xMZGQkjIyOZ9EuXLiEkJKTaz5+cnIzhw4fDysoKQqEQ9vb2CAwMRFxcXLWfu6bSoUMHpKenw7ACftLBwcHo169fNWrFYDAYfEhcAgAQqGlCoKb5/zTVjSVbOvzWo4f34ezsjIEDB+K7774DAHTp0gXXr1/HJ598AkDi+5qWloZvv/0WaWlp2LlzJwBg5syZ3CYGUlJSUpCVlYXCQkn/mJmZfYwm1XiYIauiiEQiLFy4UGZ7OgCAUCg5KoFQUwihZuVkmJmZQUdHp1IyyiMuLg5ubm5ITEzEunXrcPv2bezevRuNGzfGtGnTqvXcNYl3r5eWlhYsLCyU8mAjg4OD5KisGHMHOJhXXk5V6VPTqKr+qbJ+rmHU1nbxUMGxzbkRqGlAoKbFT1NBShuyBflvZPK///57uLi4YO/evfDz80Pv3r25vL59+/LKamtrY+bMmdzn/Px83LhxAwCgq6tb7b+vKgPVcrKysggAZWVlyeS9ffuWbt++TW/fvlWCZh9OUFAQ9enThxo3bkxfffUVl757925695KeOXOGOnfuTCKRiKysrGjixImUk5PD5aelpZGPjw+JRCKys7OjrVu3kq2tLS1dupQrs2TJEmrWrBnp6OiQlZUVjR07lt68eUNERCdOnCAAvCM0NJSIiCdn0KBBNHDgQJ5uhYWFZGJiQuHh4UREJBaLaeHChWRvb08ikYhcXFzozz//LLMfxGIxNW3alNzc3KikpEQm/9WrV0RElJKSQgDo77//pi5dupC2tja5uLjQ2bNnubLPnz+nQYMGUf369UlbW5uaNWtG27Zt48nz8PCgiRMn0ldffUV16tShunXrcm2VkpCQQB07diShUEhNmjShf/75hwDQ7t27uTKPHz+mgIAAMjIyImNjY/L19aWUlBQuPygoiPz8/Gj27NlkZmZG+vr6FBISQgUFBVyZ/Px8mjhxIpmZmZFQKKSOHTvSxYsXuXzpdZH2QUREBBkaGtKhQ4eocePGpKurS15eXpSWlkZERKGhoTLX8cSJE1RQUEDjx48nCwsLEgqFZGtrS/Pnzy/zmqjqd4rBYCiH59d/ocStdpRx8XtK/qslJW61o/zXicpW64N5eNCXErfaUeJWOzq1ykHmvvrkyROZOmpqajLlmjRpQqdPnyYiyW+ZnZ0dAaB69eoRADIzM/vYTat23mevvQ82IyuPpk3lH8nJkvzk5LLLSDl8WH6+r++/ZVav5tepAOrq6pg/fz5WrlyJx48fyy1z8+ZNeHl54bPPPsONGzewY8cOxMbG8sJ0DBs2DGlpaTh58iT+/vtv/PbbbzK7gqipqWHFihW4desWNm7ciOPHj+Prr78GIHmFvWzZMhgYGCA9PR3p6emYPn26jC5DhgxBVFQUcnL+XdF5+PBh5Obmwt/fH4DkSTUiIgJr165FfHw8pkyZgs8//xynTp2S275r164hPj4e06ZNg5qa7FB+191h5syZmD59Oq5du4aGDRsiMDAQxcUSX6z8/Hy4ubkhOjoat27dQkhICIYOHYoLFy7wZGzcuBG6urq4cOECFi1ahLlz5+Kff/4BAIjFYvTr1w86Ojq4cOECfvvtN97TNADk5eXB09MTenp6iImJQWxsLPT09ODt7c29LgKAY8eOISEhASdOnMD27duxe/duzJkzh8v/+uuv8ffff2Pjxo24cuUKHB0d4eXlhZcvX8rtK+m5Fy9ejM2bNyMmJgapqanctZo+fToCAgLg7e3NXccOHTpgxYoViIqKws6dO3H37l1s2bIFdnZ2ZZ6DwWAwKoLUH7a0a4FKRy0oNSOroS7ZDt3JyQkAYGtri3r16snUuXLlCu+zgYEBbt++ze3EZWRkhAYNGgD4N16s1E+WATYjK3f2yNlZ/pGUJMlPSiq7jJRDh+Tn9+37b5lVqwVq9bsAACAASURBVPh1FEQ6Y0dE1K5dOxoxYgQRlZqRzcggysigoUOHUkhICK/u6dOnSU1Njd6+fUsJCQkEgC5dusTlJyUlEQCau2AuZWRlyD3/zp07ycTEhPssne17l9IzsoWFhWRqakqbNm3i8gMDA2nAgAFERJSTk0MikYg3S0pENHLkSAoMDJSrx44dOwgAXblyRX5H/R/pjOz69eu5tPj4eAJACQkJZdbz8fGhadOmcZ89PDyoU6dOvDKtW7emb775hoiIDh48SBoaGpSens7lvzsju2HDBmrUqBGJxWKuTEFBAWlra9Phw4eJSHJ9jY2NKTc3lyuzdu1a0tPTo5KSEsrJySFNTU3aunUrl//4+WOyqGdBixYtIiL5M7IAKDk5mauzevVqqlu3Lve59LiSMnHiROratStP3/ch9zu1apXkqCSrjq+iVccrL6eq9KlpVFX/VFk/1zBqa7t4qODYfnZlPiVutaPMy2F0f3cHStxqR2+fX1O2Wh/M/d3tuRnZC+vsCQBFR0fTwYMH5c7GSmnevDk3G+vt7S2TP2rUKN6M7aBBg6qzGUrhQ2dk2YYI8igvmLSjY/llvLzKLzN+vOSoBAsXLkTXrl35/qD/n1G9fPkykpOTsXXrVi6LiCAWi5GSkoLExERoaGjA1dWVy3d0dESdOnWQU5CDzDeZMDcwx4kTJzB//nzcvn0b2dnZKC4uRn5+PnJzc7mdRspDU1MTAwYMwNatWzF06FDk5uZi79692LZtGwDg9u3byM/PR48ePXj1CgsL0bJlS7kyiSRPu4r6gbq4uHD/S5+KMzMz0bhxY5SUlOCnn37Cjh078OTJExQUFKCgoECmfaVlSOVIZ7Dv3r0La2trWFhYcPlt2rThlZdeE319fV56fn4+L2Zg8+bNef5P7du3R05ODh49eoSsrCwUFRWhY8eOXP6r/FdwdnFGQkJCme3X0dGBQyn/udK6l0VwcDB69OiBRo0awdvbG3369EHPnj3fW0eGNWskfys51teckMgZ71k5OVWlT02jqvqnyvq5hlFb28VDBcc2f7FXLfCRLRVHVjoja2RkxLtfy2PVqlX4+++/4e7ujl69esnkS2dkpfz+++9VoG3tgBmyKo67uzu8vLzw3XffITg4mJcnFovxxRdfYNKkSTL1bGxsZGLUSZEaiADw8OFD+Pj4YMyYMZg3bx6MjY0RGxuLkSNHoqioYjebIUOGwMPDA5mZmfjnn38gEom4L6xYLAYA7N+/H/Xr1+fVE5axcK1hw4YAgISEBLRo0aLc82tqanL/S41f6XmXLFmCpUuXYtmyZfjkk0+gq6uLL7/8kve6/10ZUjlSGURUrlEtFovh5ubGe7iQosgKVIFAUKYBT3j/+eXpXvpay8PV1RUpKSk4ePAgjh49ioCAAHTv3h1//fVXuboyGAxGeZA0/JZAHQJ1adQC1TRkiYgXR1ZLQ3J/Les3rDSdOnXiXAnkUdqQbd68+X8+dmxpmCFbC1iwYAFatmzJGXZSXF1dER8fD0dHR7n1GjdujOLiYly9epXbFSQ5OZkXezQuLg7FxcVYsmQJ54cqDQ8iRUtLCyUlJeXq2aFDB1hbW2PHjh04ePAgBgwYAC0tyRO4s7MzhEIhUlNT4eHhoVC7W7RoAWdnZyxZsgQDBw6U8ZN9/fq13LBg8jh9+jT8/Pzw+eefA5AYnElJSWjSpIlC9QFJf6ampiIjIwN169YFIAlBVhpXV1fs2LED5ubmMDAwkCcGAHD9+nW8ffsW2traAIDz589DT08PVlZWMDExgZaWFmJjYzF48GAAkr2346/Hw6e7j8L6vktZ19HAwAADBw7EwIED0b9/f3h7e+Ply5cwNjb+4HMxGAwGAOD/M7IoHX5Lzo5YqgCVFAD07z1UU13yVxFDtjxKG7I2NjaVllebYIu9agEuLi4YMmQIVq5cyUv/5ptvcO7cOYwfPx7Xrl1DUlISoqKiMHHiRAASw6t79+4ICQnBxYsXcfXqVYSEhEBbWxuC/wemdnBwQHFxMVauXIn79+9j8+bN+PXXX3nnsbOzQ05ODo4dO4bnz58jLy8P8hAIBBg8eDB+/fVX/PPPP5zRCAD6+vqYPn06pkyZgo0bN+LevXu4evUqVq9ejY0bN5YpLyIiAomJiXB3d8eBAwdw//593Pgfe+cdHkXZ9eF7S3qjBpAWCARCBwUVsaBgaIIUBQSBV+ygCCKfDQVRERUsFAVFRQVBpPny0nuRjgQJgRAEacHQEkjP7s73x+xMdpNN2M1Okpkw93Xlyu7O7LPnmZndOXPmd845fJgPPviAXr16ub0NGzRowPr16/njjz+Ij4/nueeec6uFoCOdO3cmMjKSoUOHcvjwYXbu3Ckne0mR0kGDBlGlShV69erF9u3bOXXqFFu3bmXUqFFOSXs5OTkMHz6co0ePsnr1at59911GjhyJ0WgkKCiIF154gddee401a9Zw9OhRJoybQFZmFsOHD/fIZkciIiI4fPgwx48f5/Lly+Tm5vLZZ5+xcOFCjh07RkJCAosXL6Z69epuXyDo6OjoFIUckTWawKjtiKxjoheA0WjAbFLGka1Xr578uDC53a2K7siWEyZNmlTgNnGLFi3YunUrJ06c4N5776V169aMHz/eKWvyxx9/pFq1atx333307t2bZ555hpCQEHz9xUhpq1atmDZtGlOmTKFZs2bMnz+fyZMnO31O+/btef755+nfvz9Vq1bl448/LtTOQYMGcfToUWrWrFlAMzRp0iTeeecdJk+eTHR0NDExMfz3v/91+gLnp127duzfv5/IyEieeeYZoqOj6dmzJ3FxcR51FRs/fjxt2rQhJiaGBx54gOrVq3vcHMBkMrF8+XLS0tJo27YtTz/9NG+//TYg1v0FUae6bds26tSpQ58+fYiOjuapp54iMzPTKUL70EMP0bBhQ+677z4ef/xxHnnkESZMmCAv/+ijj+jbty9PPvkkbdq04ezps8yeP5uKFSt6ZLMjzzzzDI0aNeKOO+6gatWq7Ny5k+DgYKZMmcIdd9xB27ZtOX36NKtWrXJZJUJHR0fHU2SNrMHs0BBBm46sIDmyhrzfRz8fgyKObOXKleXH+XNJbnUMws1Echrn+vXrhIWFkZqaWuBWblZWFqdOnaJevXqyo1EuOHtW/F+7tsdvPXfuHLVr12bB0gV0uL8DtSt5PoZOHjt37qRDhw4kJiY6JVoVxbBhw0hJSWH58uVuf87Zq+I+L+v95fI7NXq0+P+zz7wae/QicZzP+ns3jlL2qA2lto9i21lllNd5OaHBY/vizle48c8KqrR5m/TzG8n8dxfV239JSMQjN3+zysi+Fs+Z1d0w+VXCmi2WQrzzuTMcPXHeKQm4uGzbto0LFy4wYMAAr8dSI0X5a0Wha2TLIx44sJs2bSItLY3mzZuTlJTEuHHjiIiIoF+PfgWSg3RuzrJlywgODqZhw4YkJiYyatQo7rnnHred2OJS1g5skSh0UlXMAdHQSd4TlNo+5dXRK6/zckKDx7Yg2OvIOkVktamRlaQFRp8QrDk3QMjF19egWKDsvvvuU2Sc8obuyN7i5Obm8uabb/L3338TEhJC+/btmT9/vu7EFpMbN24wbtw4zp49S5UqVejUqRNTp04ta7N0dHR0VInUEEFsUattaYEtV3JkgzAYfRCsufialZEW6BSO7siWRzyQFsTExBATE1NwCJXcqtYaQ4YMYciQIV6N8cMPP3j8HlXvL11aUCro0oKiKa/zckKLx7YckTVp35G1R2QN5kAxcc0KvgppZHUKR3dkyyOpqeL/Ymhk5SEyxTFqo0LHSKcAqt5f69YpM0ycMuMoZY/aUGr7KLadVUZ5nZcTGjy2HVvUovGGCIIlEwCjOQgM4lwC/c16cmwJo29dHR0dHR0dnTJB0sjiEJFFq46sXdtrMPogGMQ4YXCgb1madEugO7I6Ojo6Ojo6ZYMckTVjMIrOn2YjsjapJq4PgkF0yoMCdEe2pNEdWR0dHR0dHZ0yQbB3wjKUg2SvvMQ1H2yC2NYrOEh3ZEsaXSOro6Ojo6OjUybITqvBjEHjGtmcLDHZa+vWHZgtF2nZwJdAf70CUEmjO7LlkfBw74cI8X4MndJD1fvrxReVGaajMuMoZY/aUGr7KLadVUZ5nZcTWjy2ba4istqsI3v48J9EmOHkqX+oU010r4ICdUe2pNEd2fKIl46sO52ltmzZQseOHbl27RoVKlTw6vO8ZcKECSxfvpxDhw6VqR2lSf59FB6qYkd2xAhlhumozDhK2aM2lNo+im1nlVFe5+WEBo9tuSFCOZAWXE5OIuI2qHFbbXxMqYBA3z69ytqsco+ukdUgw4YNw2AwYDAY8PHxoX79+owdO5b09HRFxv/iiy+capk+8MADvPLKK07rtG/fnqSkJMLCwhT5zKJYsmQJDzzwAGFhYQQHB9OiRQvee+89rl69WuKfrVby7yN3MBgMHrW91dHR0SlxJF2pwSzWXsVBa6oxrl69DEBEvUjuu/8hAO5q16YsTbol0B1ZjdKlSxeSkpL4+++/ef/995k1axZjx44VF544If4Vk7CwMC7lXOJEcuFj+Pr6Ur16dQwGQ7E/xx3eeust+vfvT9u2bVm9ejVHjhxh6tSpxMbG8tNPP5XoZ6uZsLAwp0j4ieQTRe6vMqVnT/HP22Fm9KTnDO/HUcoetaHU9lFsO6uM8jovJzR4bLuKyGqt/FZWVhY7duzg/NnTAFSoWBWDSWyCIFizy9CyWwPdkdUofn5+VK9endq1a/PEE08waNCgvGhbdjZbd+ygXbt2+Pn5UaNGDV5//XUslryr3N9++43mzZsTEBBA5cqV6dSpkxzRHTZsGM8NeY7s3GyGDRvG1q1b+eKLL+Qo8OnTp9myZQsGg4GUlBRSU1MJCAhgzZo1TjYuXbqUoKAg0tLSADh//jz9+/enYsWKVK5cmV69enH69OlC57h3714+/PBDpk6dyieffEL79u2JiIigc+fOLFmyhKFDhzqt/9NPPxEREUFYWBgDBgzgxo0b8rI1a9bQoUMHKlSoQOXKlenRowcnT56Ul58+fRqDwcDSpUvp2LEjgYGBtGzZkl27djl9xjfffEPt2rUJDAykd+/eTJs2rYC04r///S+33347/v7+1K9fn4kTJzpte4PBwFdffUXXrl0JCAigXr16LF682GmMv/76iwcffFDeP88++6y8HaV99Oijj8rPn+j1BBNen8C4ceOoVKkS1atXZ8KECfLyiIgIAHr37o3BYJCfx8bG0rFjR0JCQggNDeX2229n//79he6TYnHypPjn7TDJJzmZ7P04StmjNpTaPoptZ5VRXuflhAaPbbkhglNnL+1oZKdOnUqNGjW49957MWADoEbN2g6Ja9qZi1bRHVkXNH2nqcu/xOREABKTEwtdR2LtkbUulztGBGZunun0Hm8ICAggN1e8ij3/7790GzGCtm3bEhsby1dffcXcuXN5//33AUhKSmLgwIE89dRTxMfHs2XLFvr06YMgCAXG/eKLL7j77rt55plnSEpKIikpidr5OoaFhYXRvXt35s+f7/T6ggUL6NWrF8HBwWRkZNCxY0eCg4PZtm0bO3bsIDg4mC5dupCT4/qLPn/+fIKDg3mxkAQGRwfy5MmTLF++nJUrV7Jy5Uq2bt3KRx99JC9PT09nzJgx7Nu3j40bN2I0Gunduzc2m81pzLfeeouxY8dy6NAhoqKiGDhwoOyE7ty5k+eff55Ro0Zx6NAhOnfuzAcffOD0/rVr1zJ48GBefvlljh49yuzZs/nhhx8KrDd+/Hj69u1LbGwsgwcPZuDAgcTHxwOQkZFBly5dqFixIvv27WPx4sVs2LCBkSNHutwOEr//9jtBQUHs2bOHjz/+mPfee4/169cDsG/fPgC+//57kpKS5OeDBg2iVq1a7Nu3jwMHDvD666/j46MnJ+jo6JQS9vJbGH00p5GNj49n7NixpKSkABBob37g6xuAwWR3ZK26I1vS6Mle5YC9e/eyYMECHnpI1OTMWrSI2tWqMWPGDAwGA40bN+bChQv83//9H++88w5JSUlYLBb69OlD3bp1AWjevLnLscPCwvD19SUwMJDq1asXasOgQYMYMmQIGRkZBAYGcv36df73v/+xZMkSABYuXIjRaOTbb7+V5Qjff/89FSpUYMuWLTz88MMFxjxx4gT169d3y7Gy2Wz88MMPhISEAPDkk0+yceNG2YHs27ev0/pz584lPDyco0eP0qxZM/n1sWPH0r17dwAmTpxI06ZNSUxMpHHjxkyfPp2uXbvKEo6oqCj++OMPVq5cKb//gw8+4PXXX5ejxfXr12fSpEmMGzeOd999V17vscce4+mnnwZg0qRJrF+/nunTpzNr1izmz59PZmYmP/74I0FBQQDMmDGDRx55hClTplCtWjWX2yAqOkr+jIYNGzJjxgw2btxI586dqVq1KiA6/4778cyZM7z22ms0btxYfp+Ojo5OaSE3ETCYMJi05cguXLgQgK5du7Jy5Uou7XuT6ycXYTD66NKCUkR3ZF0Q915ckcsbhDe46ToxzWKIa1b0OiM6jih2Ju3KlSsJDg7GYrGQm5tLr169mD59OgDxf//N3S1bOulX77nnHtLS0jh37hwtW7bkoYceonnz5sTExPDwww/Tr18/KlasWCxbALp3747ZbOb3339nwIABLFmyhJCQENlBPXDgAImJibKjKZGVleV0i98RQRDc1uBGREQ4jV2jRg2Sk5Pl5ydPnmT8+PHs3r2by5cvy5HYM2fOODmyLVq0cBoDIDk5mcaNG3P8+HF69+7t9Lnt2rVzcmQPHDjAvn37nCKwVquVrKws2ckHuPvuu53Gufvuu+WqC/Hx8bRs2VJ2YkHcfzabjePHjxfqyDaMdnZC828DV4wZM4ann36an376iU6dOvHYY48RGRlZ5Ht0dHR0lCKvIYKPw+14bSR77d69G4CePXtiNBodGiKYdWlBKaJLCzRKx44dOXToEMePHycrK4ulS5cSbi+75coBlGQDBoMBk8nE+vXrWb16NU2aNGH69Ok0atSIU6dOFdseX19f+vXrx4IFCwBRVtC/f3/MZvFayWazcfvtt3Po0CGnv4SEBJ544gmXY0ZFRXHy5ElZMlEU+aO2BoPBSTbwyCOPcOXKFb755hv27NnDnj17AArIGhzHkbahNE5R21XCZrMxceJEpzn+9ddfnDhxAn9//yLnII1dlANflGPvYy56G7hiwoQJxMXF0b17dzZt2kSTJk1YtmxZke/R0dHRUQy5aoHJoWqB+p2/EydOsG7dOgDuuOMO8UW53a5jRFb9c9E6ZRqRPXHiBEOHDuXy5ctUqFCBH374gSZNmjitk5WVxfPPP8+BAwcQBIH69evz3XffUaVKlTKyWh0EBQXRoEEDl8uatG7Nkt9/d3KI/vjjD0JCQqhZsyYgOjn33HMP99xzD++88w5169Zl2bJljBkzBoAAnwBqVxK1sL6+vlit1pvaNGjQIB5++GHi4uLYvHkzkyZNkpe1adOGRYsWER4eTmhoqFtzfOKJJ/jyyy+ZNWsWo0aNKrA8JSXFrRq2V65cIT4+ntmzZ3PvvfcCsGPHDrdscKRx48bs3bvX6bX8iVFt2rTh+PHjhe4bid27dzNkyBCn561btwagSZMmzJs3j/T0dDkqu3PnToxGI1FRUS7H8/PxI9g/uMjP9PHxcbkfo6KiiIqKYvTo0QwcOJDvv/++QOTZK6ZNU2aYx5UZRyl71IZS20ex7awyyuu8nNDgsS0nexnNGIx2l0TF0oK0tDQ+/vhjPvzwQ0CUa0nSPMkBNzh0KbPZdGlBSVOmEdnnnnuOZ599loSEBMaNG8fw4cMLrDN79mzS0tI4fPgwR44coVq1anz88cdlYK12eHH0aM6eP89LL73EsWPHWLFiBe+++y5jxozBaDSyZ88ePvzwQ/bv38+ZM2dYunQply5dIjo6Wh7Dx+RDWIBYIzYiIoI9e/Zw+vRpp9vy+bn//vupVq0agwYNIiIigrvuukteNmjQIKpUqUKvXr3Yvn07p06dYuvWrYwaNYpz5865HO/OO+9k3LhxvPrqq4wbN45du3bxzz//sHHjRh577DHmzZvn1vaQqiTMmTOHxMRENm3aJDvsnvDSSy+xatUqpk2bxokTJ5g9ezarV692ipK+8847/Pjjj3KkMz4+nkWLFvH22287jbV48WK+++47EhISePfdd9m7d6+czDVo0CD8/f0ZOnQoR44cYfPmzbz00ks8+eSThcoKzEYzfma/Iu2PiIhg48aNXLx4kWvXrpGZmcnIkSPZsmUL//zzDzt37mTfvn1Ox4EixMSIf94O0yyGmGbej6OUPWpDqe2j2HZWGeV1Xk5o8NiWym/h2BDBqk5H9tq1a0RGRjJp0iSsVistW7Zk6dKl+PnZo69SKTGTj57sVYqUmSObnJzMwYMHGTx4MCAm45w6dcplOaaMjAxyc3OxWCykpaVRq1atQsfNzs7m+vXrTn+3GjVr1mTVqlXs3buXli1b8vzzzzN8+HDZmQoNDWXbtm1069aNqKgo3n77baZOnUrXrl1djjd27FhMJhNNmjShatWqnDlzxuV6BoOBgQMHEhsby6BBg5yWBQYGsm3bNurUqUOfPn2Ijo7mqaeeIjMzs8gI7ZQpU1iwYAF79uwhJiaGpk2bMmbMGFq0aFGg/FZhGI1GFi5cyIEDB2jWrBmjR4/mk08+ceu9jtxzzz18/fXXTJs2jZYtW7JmzRpGjx7tJBmIiYlh5cqVrF+/nrZt23LXXXcxbdo0OalOYuLEiSxcuJAWLVowb9485s+fL9+NCAwMZO3atVy9epW2bdvSr18/HnroIWbMmOGxzY5MnTqV9evXU7t2bVq3bo3JZOLKlSsMGTKEqKgoHn/8cbp27crEiRO9+hwdHR0dt5HLbznqSsvOkc3Kyip02aFDh+S8g19++YVDhw7RsWNHebmskTX4YNSTvUoPoYzYv3+/EB0d7fRa27Ztha1btzq9lpmZKfTv318ICwsTKlWqJHTt2lWwWq2Fjvvuu+8KQIG/1NTUAutmZmYKR48eFTIzM5WZlFr46y/xz5shzv0l/HXOuzFuBZ5++mmhQ4cOHr0HEJYtW6aoHWrZXy6/U02aiH9e0mR8E6HJeO/HUcoetaHU9lFsO6uM8jovJzR2bNusFiFhfoSQMD9CsGRdFdKTdggJ8yOE0ytjSs2G7OxsYeXKlcKYMWOEHj16CIAwd+5cl+v++OOPAiA89NBDLpef3ThISJgfIaT+vVRISZgvJMyPEM5vfbYkzS9XpKamFuqvFUWZSgtuljgDsGHDBgwGAxcvXiQpKYkKFSrw3nvvFTrmG2+8QWpqqvx39uxZxe3WuXX59NNPiY2NJTExkenTpzNv3jy3I8M6Ojo6OnnIsgIAx4YIQulFZN9++2169OjBtGnT5Ao0hdXslmRw+Wupyzgle+nSgtKizBzZ2rVrc+7cObnYvCAInD17ljp16jit9/XXX9O7d2/8/f3x9fVl0KBBbN68udBx/fz8CA0NdfrT0VGKvXv30rlzZ5o3b87XX3/Nl19+KdeD1dHR0dHxAIcyWwajT17VAoU1steuXWPs2LEcPnzY6fWjR4+6lJllZmYWkCVKPgpQqLxRcHRkjXZpgZ7sVeKUmSMbHh5O69at+fnnnwFYsmQJERERcutMifr167N27VoEQUAQBFauXOlU91NHpzT59ddfSU5OJjMzk7i4OJ5//nmPxxAEwam9rI6Ojs6tiFRDFpxb1CpdteCNN95g6tSptG/fXn4tNzeXLl26OK2Xk5MjB9OktuFZWVm8+uqrREZG8tVXXwFFObJ2u41mPSJbipSptGD27NnMnj2bqKgoPvroI+bOnQtAt27d5LJGEyZMIDU1laZNm9KsWTMuX77sVNZJR0dHR0dHR4M4Nj5wrFqgsCMrtepOT08HxOoyvr6+coT10Ucf5fDhw/j4+MjBtKeffpqzZ8+ybNkypk2b5lRnvUOHDi4/R+5S5tTcQXdkS5oyrSPbqFEjdu3aVeD1VatWyY8rVarEb7/9VqJ2uNLm6ujoeI7+XdLR0XEXWSNrMGIwGGVH1mZ3/gQPujsWheMYV69edQqGTZ8+3UkT27VrV7Zt2wbAzz//zNatWwHRXzl+/Dht2rQpUO8+b0J50gIMonulVy0oeW7pFrVSF6eMjAwCAgLK2BoFuUkxfreGCPd+DJ3SQy37KyMjA8jXaW3FCkXGXjFSmXGUskdtKLV9FNvOKqO8zssJjR3bgkPpLYDDfx0lDMjOTOfTTz/lgw8+4Ntvv6Vv3743HWv58uVERUUVcDIFQeDy5cvy80aNGsmPg4ODefbZZ53WHzlyJIsXL+bgwYO8+eab8uuTJk2icePGVKtWrVDnWo7IGsxgtHdq1KUFJc4t7ciaTCYqVKgg14ULDAxU5OpPNRRRD8/tIazej6FTepTV/hIEgYyMDJKTk6lQoQImkylvoQIXVqCgs66QPWpDqe2jlosipSmv83JCa8e2QzMEgE+mfs77/cCAlXHjxiEIAv369bvpnZ4lS5bQr18/QkNDSU1NdVqWlJQkv1azZk3Onz8vLzt+/Di+vr5O6wcHB7N582aqV69OZmam/Hr37t0JDAwsejoO0gKMJvtrekS2pLmlHVmA6tWrA8jObLkg164vcoyKeTqEPWvUx1T8MXRKD7XsrwoVKsjfKZnERPG/lyfZxGRxHK8dEoXsURtKbR/FtrPKKK/zckJjx7ZjRNZms3HwYCz0C8bHbEAsAS9y6dIlqlat6nKMq1ev0q9fPwCuX7+OIAhMnz6dihUr8uSTT3L06FFAjMQeOnSIIUOGsHjxYu6++25uu+02l2OGhoby6KOP8ssvvwDw008/3dSJdZwPRh+53a4ekS15bnlH1mAwPJQZqgAAIABJREFUUKNGDcLDw8nNVWdbPI/p0UP8b6+JV6whvhTHWPly8cfQKT3UsL98fHycI7ESvXqJ/+PivBq/1wxxnLj3vBtHKXvUhlLbR7HtrDLK67yc0Nixnef4mXnooYe4mHwFCAbAbIJc++L4+PhCHdlvvvnG6fm+ffsYNWoUABcuXGDRokUAREdH4+/vzy+//EK3bt248847i7Rt1KhRrFixgkqVKhWoblAocvkts57sVYrc8o6shMlkcn0S1iJJSeJ/h9apHg+RlmQfovhj6JQe+v7S0dHRHHZpQUZmNlu2bMHPJ0/a98+pRAYOHs7WrVuZPHky7dq1K/D7JgiCXO1IwjFZ/PXXX5cfDxgwABDP9cOGDbupaXfeeSepqakYjUaMRvcKPElOq9gQQW9RW1qUafktHR0dHR0dnVsTKSJ77ZqoYX20dz95WXjVSrz66quYTCbWrFnD/fffT0JCAnPmzGHLli20b9+ekSNHcuLECYKDg+WyWRMnTpTHCA0NZeDAgXz66ac8/vjjHttnNpvddmId5+PU2cuWo1dzKWH0iKyOjo6Ojo6OW1y9epXBgwfTqFEjPvnkE8zm4rsRUkMEi1XgwQcf5JeFi0hc2AAEG4LNwiOPPMKaNWt4/PHH2bt3r1PFAUAu3zlgwAB8fX2ZNWuWvOypp55i+vTpbmlblUJwSF6TpAUgOrNShFZHefSIrI6Ojo6Ojs5NEQSBMWPGsHr1aj7//HN+/PFH7wa0Z/nnWuCBBx7AYDA4NEUQb9N36tSJffv2FZqYBfDEE0/wxRdfcOjQIXr27AlAnz59StmJFeT5OEoLQFvyAmvOdS4dfJ+sq9rQWYPuyOro6Ojo6Oi4wcyZM5k3b578XGrjWlykiKzVJtDAXmnBYCjY3SsyMpK33npLfj5lyhSncZo0aYLZbKZly5asWLGClJQUunfv7pVtHiPkdSlz7OwF2kr4uvHPf0k5NpcrsZ+UtSluo0sLyiMKZKyW68zecoiq95dCGdSKzVEjGd2eotT2UfWx5AXldV5OlOCxnZCQwCuvvALAoEGDmD9/Prt37/ZqTMlZtViRHVlMPmAp2Kb2hRdeoHLlythsNgYOHMjq1avZsmULAOHh4U7rhoWFeWVXcRAc2u0aDGZ7dNlX1MhqKCJrSb8AQPbVI4p1Vitp9Iisjo6Ojo6OTpHs378fq9VK27Zt+fzzzwFISUkhJ8d1tNFms910zCuXxPrtVqtA48aNAWRpAfkcWYPBQP/+/Rk4cCCAUxKWGpwtR8dbmkNe5QLtRGQtmf8CYM2+giXzYhlb4x66I1seWbtW/PNmiCNrWXvEuzF0Sg9V7y8FjkdQcI4K2aM2lNo+qj6WvKC8zsuJEjy2paZB9evXp1KlSnK5ykuXLhVY9+jRo4SFhTFu3Lgix4yPPwKAr38gISEhAA4a2aLruo8ZMwaAHlLd9DLGyV7JkdVgLVmr3ZEFMSqrBXRpQXnE/gX35jbTmF/FMeKa3QK348oBqt5fChyPoOAcFbJHbSi1fVR9LHlBeZ2XEyV4bEuObHh4OEajkfDwcJKSkkhOTqZmzZoAJCYmMnr0aLKyskhLS+OTTz6hR48e3HfffS7HPPPPKerXgsCgEPk1dx3Zbt26ERsbmydJKGskaYHBJEeItVhL1pKZ1+U0+2ocwbU6l6E17qFHZHV0dHR0dHQKxWaz8c8//wB5elTp/3fffUfNmjXZsGEDo0ePZuXKlWzYsEF+7/PPP1+o/ODKZdFp8vXLqy6QF8Us2pE1GAy0aNGiVCsTFIXgULFAQosRWYtjRPaaHpHV0dHR0dHR0TAJCQn069ePv/76CyjoyM6YMQOAzp1dR+7i4+PZtGmTyzav166KsgR/f0dHVnRLtKQrhUIcWakpgkbmYrNkYctJlZ9na6QElx6R1dHR0dHR0SnAypUrueOOO2QnFvIcWCk5qyjq1KkDIEdzHbl69SonThwHwD8gOG9BvjqyWsGxGYKE1qQF1iy73tnoAxiwZF7EkllQA602dEdWR0dHR2UINmtZm6Bzi5OamsqAAQO4ceOGU1WAZs2aATB+/PgimxR07tyZbt26AaK8ICUlRV6WnZ1N9+7d8RHzxfJpZN2TFqiOciAtkGQFPoE18AmtD0D2taNlaZJb6I5seSQyUvzzZojwSCLDvRtDp/RQ9f5S4HgEBeeokD0lRcbFPzj5W0uu//2bR+9Tavuo+ljygvI6Lye8OLY3bNjAkSN5msjFixeTnp5OdHQ0hw4dIiQkhFdffVVOrqpatSrLli3D11d01h588EF+/vlnPv/8c5599llWrlwpJ4EBfPbZZ/LjkSNHsnv3bvz9RKfPPyBIXmbUYMkqcJAWGBwjspK0QBsRWcmRNQWE419RvGDRgk5W18iWR37/3fshRno/hk7poer9pcDxCArOUSF7SorM5N0IlnQy/t1NaP1+br9Pqe2j6mPJC8rrvJwo5rF97NgxWeMqCAIg1o0F6N27Ny1atCA1NbXA+9q1a8eJEyfw9fWlevXqRX6GlPAVHx/Pt99+i8Fg4IXnn4X0ReDo/MlRTG04fxJSQwRnjaw/ADatOLIZYvKdOaAafpWacuOfFZoowaVHZHV0dHRUhC3nBqDBW6s6qkUQBPr06UOrVq1kvWt2djaTJk1i+/btHDx4UF5XamQQZy/h1bRpU0CsEuCq8UCdOnUKdWI7deokP/7oo484deoUTZo0AaBevXo0irK3pTWa5PW0piuVcJXslRddzioTmzxFqiErOrJiRDbn+qmyNMkt9IhseWTmTPH/iBHFH2KzOMaIjsUfQ6f0UPX+UuB4BAXnqJA9JYU1V3JkPbu1qtT2UfWx5AXldV5OFHJsr127lmXLlgHQokULJk+ezH//+1/++OMPKlSowNSpU+V1U1JSuHDhAjt27ACQHc/icNddd/Hkk0/y008/AXn6WoDMzEyHBCntZvpLyBeeTsleYkRWsGaWhUkeY5Ed2XD8K7embo+N+IRElK1RbqBHZMsjs2aJf94MsXkWszZ7N4ZO6aHq/aXA8QgKzlEhe0oKW24a4PmJXKnto+pjyQvK67ycKOTYdnRUAd544w3++OMPIM9xlbh8+TJPP/00IDq9UkS2uMTExMiPMzIy5MetW7eWmwgYDC4ishqTFuBKWmAOsC/SRkRWaoZgCqiG0eyPb2h9DAb1u4nqt1BHR0fnFsImR2Q1diLXUSWxsbFs2LABo9HIG2+8Ib/+wAMPyI+///57+fGMGTPYs2cPwcHBrFq1Ch8fH7yha9euBbpvNWvWjDlz5rjWlRq1HZF1TPYyyhFZrTiy9ohsYLUytsQzdEdWR0dHR0VIjiy6RlbHSwRB4KWXXgKgX79+fPjhhxw8eJDs7Gw2b94st479+++/5fdMnz4dgDfffNOp6kBxqVSpEidOnCAhIYGQkBBatmzJ4cOHqVmzZp60wFVEVmsaWcHuyJocZRJiRFYrjqzVHpE1+4eXsSWeoWtkdXR0dFSEnOylsYiUjvoYP34827dvx9/fn8mTJwP2W/p2ZsyYwahRo8jKymLXrl3y6/Xq1WP06NGK2tKwYUNOnjxJQEBAXtKYHJHVbhMBCSm6jMHRkRXnYtOAIyvYLPJFtMmvYhlb4xm6I6ujo6OjImyW4iV76eg4EhcXxwcffADAI488Qv369Qus07x5czZt2gRAx44d2bJlCwCzZs3C399fcZuqVq3q9FyKyDrVXjXanT+tHf9y1QIHaYHZLi2wqD/ZS9LmAxh9gotYU33ojmx55OGHvR+iqfdj6JQeqt5fChyPoOAcFbKnpChuRFap7aPqY8kLyuu8nHA4tn/44Qf58fjx42/61ilTpvDll18yadIk6tWrVxLWFUCOYhq120RAwlX5LS1JCyRH1mDyk/eBVtAd2fKIQweVYg/R3/sxdEoPVe8vBY5HUHCOCtlTEtis2XIk1tM6skptH1UfS15QXuflhP3YtlgscsmrFStW0Lx585u+tV27dvz8888lal4BBLEVs6uIrNbuSAguZRL2hggaqFpgy70OgNEn5CZrqg892UtHp4RIO7uGs+v6kZt2rqxN0dEIjrf3tHYi11EPa9euJeVqMp3urEaXmM5lbU6huHL+jFrXyDo2RDBrKSIr3gnSmqwA9Ihs+UQS6XsReRq9SBzjlohilBCpJxeTdfkA6Rc2USFqSIl+lqr3lwLHIyg4R4XsKQnkigV4Li1Qavuo+ljygvI6Lyfsx/YP584xoncYz/cKIOv8Knzr9y1jw1yT1xDBVbKXxi7k7BeeztIC7XT2stovoo0+oWVsiefojmx5ZN0674eI836MWx3Bkg6ALed6iX+WqveXAscjKDhHhewpCZwcWQ8jskptH1UfS15QXuflxLp1XLNa+f3UKT5+LgyA3HQV3xGyuUr2smtkNVZHWU5ccyUt0EBnL0mbr0sLdHR0ZGwWsYuNNbfkHVmd8oF0MgFdWqBTPA5mZpKTk0PVykEACJaMm7yj7MiTFpSDOrKyU+5CWmBR/1xkaYGv9hxZPSJ7CyDYcp1ud+iUDpIjWxoRWZ3ygZNG1pqDIAh5NTd1blmSk5OJiYkhKCiIxx9/nISEBJo2bcqjjz5KjRo1nNaNzxEvgKpWDAQysKm59JNQUFeaV7VAWxdygktpgXY6e+kaWR3Vkn5+M0nbn6fqHRMJazCgrM25pRB0R1bHQxylBSCIJ3qDfhFa1ly7do309HRq1apV6p9ts9l48sknOXToEAA7d+6Ul40cOZIHH3yQqVOnEhkZyaeXLvH1tWsAhAaJx42ab2vnRTFdRGQ1Ji3ARSkxo5akBfaLaJMuLdBRG5mX9iHYcrhxellZm3LLYcsVNbK6tEDHXWz5jhWtRaXKKx07dqRevXrs27evVD9XEAQ+/PBD1q1bR0BAAPfee6/TcpvNxoYNG+jbty8PP/wwEy5d4qJFdKiC7P0M1FyMX7CX38KVRlZjx36eTMIhImvWYkRWe46sHpEtj7z4ovxQusrKunwImzVbLm1y0yE6vnjzlXSKRLoKd9Q9lhSq3l8vKmObYnNUyJ6SwFFaANLtyiC33qvU9lH1seQFxZ1Xbm4usbGxADz66KOcOnUKX1/PC8bv3r2b5cuXM2HCBHx9fRk5ciTLli3jzTff5KmnniIwMJDly5dz4MABpk+fzvXrzhc1M2bM4D//+Q/nzp0jKCiISpUqcfLkSdq3b09iYiKJiYlO6/v52MCCuqUFLrphaVcjW5S0IBtBsGEwqDd2qOVkL68d2bS0NLZs2UJUVBRRUVFK2KTjLSNGyA+lE6NgyyH7yiECwu90b4iOI26+kk6hCNYc+Uc6f5StJFD1/hqhjG2KzVEhe0oCa67zRY8nTRGU2j6qPpa8oLjzSk5Olh9fuHCBTz/9lDfffLPAehaLhT179nDx4kXS0tJo164d2dnZbNq0id69e3P33XcDEBISQpcuXfjqq68AePnll3n55ZcL/Xx/f39eeeUV/vOf/2AwGKhdu7a8LDIyknfffZcRI0ZQrVo15s6dy/Dhw3nwwY5g3QuAoOLb2oKrhggmqUWt1hxZVzVxA/KWW7MxmAMKvE8t3FIa2YEDB9KhQwdGjBhBVlYWd9xxB4mJiRiNRhYtWkTv3r1Lwk6dYmKzl4ACyEze67Yjq+MdNodM4dKIyOqUD/IfK1q7vVoeuXjxotPzuXPn8sYbbxRIwnv11Vf58ssvXY7x/vvvy48XL15cYMzC+Oyzz3juuecICCjcAXrhhReIioqiefPmVKtWjaSkJARrJid/bQo4/xapDflCzVgOpAUuE9f885Zbs0DFjqxVw1ULPI5zb968mQ4dOgCwbNkyLBYLKSkpTJ06lUmTJiluoE4x6NlT/CNPpwmQkbzH/SFm9KTnjJ6Km3ar4HgBYc29jiAIJfp5qt5fDsejV8MoNUeF7CkJbAUisu5HpZTaPqo+lryguPNKSkoCoFGjRvj6+vL333+TkJDgtM6hQ4eYMWOG/Lxhw4b4+OQ5NNfsCVgAsbGx8rojRozg6tWrhIWJNV/fe+89p2DQK6+8UqQTC2AwGOjUqRPVqlWDnj0x9OrlXP1Cze1RbfaIrEP5La129sIqySQcHFmjSXZsVS3x4BbTyKakpFCpUiUA1qxZQ9++fQkODqZXr1688cYbihuoUwxOnpQfOp4Ysy4ddLsU18nkkzddR6dwnBIsbLkI1qwSva2k6v11UhnbFJujQvaUBAU0sh5EpZTaPqo+lrygOPOyWbNJvngWgAYNGhAWFsbevXuJi4ujUaNGgJiQNWLECGw2G48//jiLFi0C4MqVK/zwww/ExMTQpUsXzp8/L48bHBxM7969+eSTTwgICGDPnj2kp6fTpk0b4uPjWbNmDS8WR8ttP7adO8Sp14GSmwgYHJ0/u/5YsCDYrE5OrpoRBLsja3B2q4wmf2z2c4CauaUc2dq1a7Nnzx4qV67MmjVrWLBgASA6uP7+/jd5t05p4xgZFKyZZF09QkCV1mVo0a2B43YHsQSXUcW3lXTUQcGIrPsaWR1lEQQbZ1Z3p6UpCZNRPPeFhoayd+9eTtodxvT0dMLDw8nIyCAoKIipU6fK769cuTKvvvoqAH/88QcxMTEcO3aMjz76iP/7v/9z+izJKQaIjo4mLS3Nq/rBjhdE6pYWSLfjC5bfEpfnYDBq43fTVdUCsMsLcm9owJHVbvktjx3Zl19+mSeeeILQ0FCqV6/OAw88AMC2bdto1qyZ0vbpeIl0cJoDb8OScYHM5D26I1sK5D95WHOvY6ZaGVmjoxUKOrLa0gmqhe3bt+Pr60tERIR4y70Y2HLTyL1+klA/qBBs5J577uHYsWMAjBs3jgsXLnDhwgUyMsTv+oQJEwqtM1unTh3i4+Pd/myj0bvsds1ICwQXJascHVlrtqp1pY7k6X1dOLKATcX7QRAE+Zi5JSKyL730Em3btuXs2bN06dIFk0m8kqpTp46ukVUhgl0jG3RbR1IT55N1JbaMLbo1cNQmg94UQcc9vJEW6Ijs2LGD++67T34+f/582rVrhy3HhtHXfQfRcV8E+pu4//77yc3Ni5B//vnn8uOGDRvK0Vc14BSRtWaotkOcy4YIRjMYjCDYtHUh56KUGDi0qVVxRFawZIC9gsQtkewFcNddd9G7d2+Sk5Ox2Isv9+zZs0CxZp2yRRBs8i1uv4pNALBkJJWlSbcM+YuQ646sjjvItRzNYgkcTZ3IESM75zcPJWn7iyWe4Jgfm80GIMvdJAYNGkTDhg05OecktlxbgffduHGDvn378t133zmP5+AMDn2yP7Vr1+aee+6RXwsMDJQfP//886pyFJ0uiNTsEEoNEfJHMY3aS/gqUlqAurt7yXeCDCYMJm1EwB3xOCKbmZnJK6+8wnfffYcgCCQkJFC/fn1eeeUVatasyWuvvVYSdup4wrRpgNQiVTyZ+IZFAmDN+Ne9IR6fViKm3Srk18iWdHcvVe+vacrYptgcFbJHaQSbFZvFrlPzr4wtLc0jB0Sp7ePNONasy2QkbQPEk6PJN1QRm25GbGws7du3Z8yYMSxduhSAH3/8kddff50LFy4AkHstl9rxeTVYd+/ezd69e/n7779ZunQpS5cuZdiwYRiNRmw2G2v+t4Qmdt+0e9dOAERFRXHfffexfft2tmzZwunTp1m3bh1DhgwplXneFPuxbct1DlgIlkxwsxlOaeIqIgtgMPkiWDM1dUdCsBWsWgBg1EB3rzxZQbCqLsjcxWNH9q233mLfvn2sX7+eHj16yK937NiRiRMn6o6sGoiJAcAmOa0GIz7BEQBYsi65lQka0yymJC0s9+TXyJZ0RFbV+ytGGdsUm6NC9iiN44nO6Btmf839E7lS28ebcRyPe0tGUqk5st988w0ZGRlyvdYKFSrQv39/nnjiCSwWCytWrKB///6sX7GeXbt2sWrVKqfarhImk4mhQ4dy7NgxzBmxfP96dQCaNKovr7N8+XLOnz9Ps2bNaNu2LY899lipzNEtpN/+uJlOL9usmZioUBYWFYlctSDf7Xi5u5eGmiK4qokLDt29VKyRtWq4YgEUw5FdunQpv/zyC3fffbeT5960aVM5k1NHHchXWeZgTP5VwGACwYo1+wrmgPAytq58I+R3ZEuhu5eOtnGsUCB111HtLeFCEJwc2Yv4VWhUxNrK8e+/zneaunTpIreRNZlMPP7447z77rscO3aM9u3bFznWvHnzAIhplycdMBny9k3FihWpWLGiUqaXCAW01mqtXCBVLchXsiqvKYJ2HFk5cS3/XGRpgXodWSnQosWuXlAMjWxycjLVq1cv8HpGRkapa6J0CqFpU2jaVL5NafQJxmA0YfavCognmJsO8U5Tmr7TtETNLM+UdkRW1fvLfjx6PYxSc1TIHqVxcmTlHu3uO7JKbR9vxskfkS1pcnJymDJlCmvXrnV6ffDgwQXWTTIXtKdnz54cPHiQ1atXs3LlStatW8fw4cMBqBSWV05SzfpGJ6Tf/nyOrFoz5l21dQWHNrUacmRlaYHJ1+l1qU2tqqUFFu1WLIBiRGTvuOMOVq1axQh7v3IpKjt37ly5l7SOOpAy56WrLFNAOJbMi1gyLwItytCy8o+skbVn31r1ZC+dm5CnsfOVT4ZaqyNryxeRLWnmzJnD66+/DoiVAxYsWMDJkyfp1q1bgXVDGodwPf46Lzz3Av3792f37t0MHDiQ2rVrO63XuXNn+vbtS3X+gGs/A+q+LeyKAmXcVOqIFyYt0GJ3L/n7mz8ia7bPRcWdvaQkUy3WkIViOLIffvghXbt25dixY1gsFmbOnElcXBxbt25l69atJWGjTjHJkxYEAWAOrE721cNY3Ez40ik+0gnd7C9ePOjSAp2b4ViHUs7a1py0IO9kLV4wl+BnCQKrVq0CYPjw4Xz11Vf4+Phwxx13uFw/NDqUkEYhzHxf1I86lujKT9euXbny1wmu2jvLqrmpgCsKRmRVar8sLciX7CVJCzR0/BceXRYjsqqWFkgaWQ2W3oJiSAs6dOjA9u3buXr1KnXr1uX3338nLCyMXbt20bZt25KwUaeY5N0usDuyAWJh8JI+wejkadLMgaIMRy+/pXNTHMr3yBFZDWVtg/IR2SNHjnD9uvjdsVqtXLp0SV62cOFCVq9eDYjJxj4+N2+9bTC6n5GtlTavriiokVWnEyW4aIgADsleGozI5i8lZtRAspeW29NCMevItmrVivnz53Ps2DESEhJYuHAhLVu2VNo2HS9xLKkBeU6VHpEteWy5zo6sLi3QuRlS9MlgNGsyIgUgWJVzZBcvXkzz5s1lzer48eMJDw9n8+bNAHz88cfyug0bNvTqs1zh3OZV246sGiOygmADwV7XtxxEZLlJHVk1a2QtWVcAMPmpO4mxMDyWFkg1+QrjtttuK7YxOsoiaWQNkiNrj8haM3VHtqSRNLLmwBri83yaNR2d/DhpZO0nQ02dyMm7gAMx2ctisbB06VJq1KjhdsOcbdu2sWvXLln7+ttvv7F7924mT54MiK1gO3bsSK1atTh06BBAibRHd27zqk1H1uRXCWv2VXVGlCVZAeUrIltAWmBWf9UCq/2iUwq8aA2PHdlatWoVWTDXarV6ZZCOAqxYAYAtfRkAJrMUkZWkBTd3ZFeMXFFCxt0ayNIC+8VDSWtkVb2/Vihjm2JzVMgepRG8lBYotX28Gccx8mfLvc63c2bwwojRAPz555+0atWqyPcLgsD9999f4HXHRGJJQiDJDObPn+/UZaswPJ2Xc0RWfRFNl0i//bEDADD5V8WafVWVEWVByPMVXDVEAK06soVIC9R4MWFHkhuaA2qUsSXFw2NHdt++fU7Pc3Nz+fPPP/n888/54IMPFDNMxwsaNADAtl/8ITbIGllJWnDzW34NwhuUkHG3BtKJzyRrZG+UaL9zVe+vBsrYptgcFbJHaeToazGlBUptH2/GyX+y3rh6kfx4zpw5zJo1y2n5n3/+yZ49exg6dCgBAQFcvnxZXubr60utWrX4+++/CQ4WL8bT0tJISEjgt99+Y8+ePQBERka6ZZun85JyDMR5qTea5oT822/PQg+oAqnHVelEOVXkyB/F1GCyo6T3LdBuVwMaWcutFpG9/fbbC7x21113UatWLaZNm0a/fv0UMUzHCxITARfltwKl6OANbJYMjObCoxiJyeIYqnaQVIzkyPrYfxgEWw6CNVu+zaQ0qt5f9uPRWwdSsTkqZI/SOEZ0ihORVWr7eDNO/sjl+VOx8uP//e9/ThdzSUlJ3HnnneTm5nL8+HE+++wzTpw4Ia9/4MABKleuTGxsLA888ADp6elUqVKFs2fPOnXTclfO5um8NKmRTUzEZsuRHUCzv9j4RpURZaeIbCGdvTQSkRUEAQotvyVVLVDnXGzWbKzZV4E8KZzW8NiRLYzo6Gj27t2r1HA63tCrFwC2r0RNmuzI+oRgMAchWNKxZFzEN7R+4UPMEMeIey+uhI0tn0jSApN/VbmWrC33utx3W2lUvb/sxyNx3tmm2BwVskdxnDSynteRVWr7eDNOfoepWkUjzZo1IyEhgTNnzvD0009zzz33MGjQIDZu3Ehurji/b775hqlTp8qO7IMPPijrXmvUEE+ufn5+hIaGylUMQEw8dteR9XRezhpZFTqCrujVCyFAgDHiU1NAFUCd0UBB1sgaCrRM11zVDqFwva/apQVSNNZg8pdbY2sNj6sWZGRkOP2lp6eTmJjIu+++SwOVRThudeTyW/Y6sgDmALG7lzXrksv3qI3rp5aTdm59WZvhEYIgyCd0ozkIo4/Yb14vwaVTFE51KLWYtU1Bh696JTODBw+mb9++AHz33XcMHz6cYcOGsWXLFnm99PR0rly5Qpz94qJRo4KtbQ0Gg5OM4LXXXuPPP//EZDIVWFcJnCKyWpEWADY/scOmwRSA0Z4focbOZHm34gtJkXAsAAAgAElEQVTG0+TOXjZ1RjHzIxSZuKbuqgVSBz5zQPUSk76VNB5HZIODg11O9rbbbuOXX35RxCgdZRDySQvEx2KdOMfsYrViybrCv7vGYDD5E/l4nGa+ZIItR75tZvAJxOQbii0nRS/BpVMkeeW3tFxHVnSYTAHVsGb+S7VKJnr16sWwYcPIzs7m2rVrbN68mUWLFmE0OsdRkpKSiI0VpQiFlXOMjIzkzz//BOCll14qsXkIgqDNiCxgs3dINfoEyfIxVdpvs/9GGlw4skZtJXsVpfeV7sKpVZ4iJX9rVR8LxXBk1693jo4ZjUaqVq1Ko0aN3CpIrVN65K8jC8g/bHILVRUjXikKCNZMBGuWrDVSO9IFBIDRFJgXkdW7e+kUgZNGVuMRWVNgHbsja6Zu3boEBASwZMkSADp16sTGjRuxWq2YTCbq1KnDqVOniI2NvakjO27cOARBYPDgwQVayyo6D2u20+1iNUY0C0MwSxFZvzx9piqlBa7LVYFji1qNHP9uRWTV6ZTLEdlbyZF96KGHSsIOnRJAclYdpQXS4/wFs9WINTNZfiwmp2nDkZVkBQaTHwajCaOvLi3QuTny7Umjr+YjslYfUbdao7IZf39nXfjkyZNp164dAI0bNyY4OJhTp04xZMgQeZ3o6GiX47dt25bffvutJEx3In/dZy3VkRXsgW6D0Uf+zVRlRFZK9ipCWqBW5y8/ckTWYMJgcL7TILeoVeM+wLFigTYTvcBNR1bqZ+0O3bp1c3vdEydOMHToUC5fvkyFChX44YcfaNKkSYH1tm7dytixY8nIyMBqtfL999871RXUcY2riKxUikutXypHLA6OrPhDXLnsjPEAR30sIDuyVj0iq1MUDhEqzTZEsF88ZxvDMSM6svklQY6tzCMjIzl58qTT8ooVKxIWVrZJJwU7Y2nIkbVLhg1G3zwnSoURZTkiayiocdbaHQlBKDy6LHXLsuWkItisBRLbyhqtl94CNx3ZHj16uDWYwWDwqCHCc889x7PPPsuwYcP47bffGD58OLt27XJa58KFCwwdOpTVq1cTHR1NVlYWWVnqu02iKuLiRI3XQjH5zlla4F5EVg3Z75Z8EVmtINhP5ga7jMNUCsleathfhaJQdQDF5qi2agV2nDSyxTiRF7Z9BEEgNTWVChUqeDWOO0iRyzRLBSoAlUKM2KzZ8q1iiblz5/LJJ5/wySefkJiYSPfu3eVlVatWLfbnF4Un83KsIQvqTdQpQFwcwoUtsOU/GIy+DhpZFTqyUh6BsaAkUXsRWXuipqHgXEx+0vdOwJqTgtlfXQEZx2QvreJW1YLc3Fy3/nJy3P/RTU5O5uDBgwwePBiAvn37curUKU6fPu203qxZsxg8eLB8q8nf37/IH+Ts7GyuX7/u9HcrIlgz5T7WTtICe0RWlbea8pFfWqAVpAxn6bae0deeYKdLC3SKwJvOXmfOnOH48eMFXrdarQwZMoSKFStSo0YNIiMj2bRpk8e2Wa1Wpk6dysyZM51et1gsfPvttzzzzDNcu3ZN/p6mZvqRkytqNa1ZlwuM99RTTxEfH09UVBTdunXDYsnTGKampnpsn9Lk3c2yf3ctGWKtUA3geEEkJxqpMCKLw+34/GguIivNxeTCKTf6yHkSUr1WNSF39SrvEdmSKG9y9uxZbrvtNsxm0QSDwUCdOnU4c+YMERER8npHjx6lXr16dOrUicuXL3PvvfcyZcqUQlsSTp48mYkTJypur6ZYuxabLU/j5ZgkJUdkb5LstfbIWgBimsWUgIHuYcnKLy3QBpLzIf0Yyz9iJSgtUMP+KpS1om3EeGebYnNUyB6l8TTZKyMjgx07dvDmm29y4MABALr07ULbJm0ZNWoUCQkJjBs3jh07dgBw8aJ4wurbty/ffPMNoaGhBAUFERoaSvPmzeVxpe1cNacqL7/8MtHR0dx+++2MHTsWgPbt29O6dWuWLl3K22+/TXx8PCA2y+lUQfyert2wjd6NbFStYMKWkwpBNYucu8lkYunSpQwYMIDJkyd7tuHcxJPjR3JkTQHhol5WsIqOl/0CQ7WsXYuQvR8Qa7FK0gJVR2RdVS3QWES2sGYIEib/Sthyr2NTmSMr2HKxZoqlOMu9RjY/mZmZbN++nTNnzhSIwr744otuj5NfO+Xqijc3N5ctW7awYcMGQkJCeOqpp5gwYQIff/yxyzHfeOMNxowZIz+/fv16iWa3qpIxYxBCbPCyXSflID6XIrK23KId2TG/itswrlnZ3YbVrLTAISICYCqFZC817K9Ckb6PXt7SV2yOCtmjNHJUx8GRpZCGCBkZGTRq1Ihz5845vb5myRrWLFnDpEmTnF4fOnQoDz74IEOHDiUlJcWpM5bRaGTLli3ce6/YQEXazi0TW7Jz50527tzJ/v375fXbtGlD3bp1+eeff5w+Y+eObTzUTTz2v/3uZx58pzpVK5jcLjvXu3dvMjIySqwurCfHj+TImv2rkntd1PDarJmY1O7IjhmD0MwCvaSIrFSlRoWOrGPd5Hzk3ZHQhiPreDfFFSa/yuTeOI0lS12OrCXzEiCAwYxJZZIHT/DYkY2NjaVbt26kpqaSlZVFaGgoKSkpBAQEULlyZbcd2dq1a3Pu3DksFgtmsxlBEDh79ix16tRxWq9u3bq0bt2aihVFwfSAAQMKdWJB7P7i5+dX6PJbBcH+fTLk06YZ3IzIqgHpShG05sjmOSSAXrVAxz08aFG7fft2zp07R1BQEA0bNuTQoUMF1qlVqxYRERGMGjVKbh2+Z88eZs2aRUhICHXq1CEuLg6bzcZnn31G27ZtOXDgAKfnnca/uj/GjLwL4PzjS05s9+7defjhhxk1ahTLly7knW51AcjIFkhNF6VNtpwUtzdBSTmxniJHZP0qiN9jW64Y1dRA5yOnZC+zirtKyQ0RXEkL7BFZjUkLCnVk/SsB3ksLMpP3Ycm6REgd95PqiyIv0atagWoLWsJjy0ePHk2XLl1k53X//v2cPHmS22+/nS+//NLtccLDw2ndujU///wzAEuWLCEiIsJJVgDwxBNPsHnzZrKzxSuzNWvWFFpjUCcPwX6Jkt+RdVdaUNYIgoDFofuYpqQF0o+aqfSkBTrOXDrwHv/8L+amdx7UhOBUtaBoaYGkc33sscf4888/EQSBJuObEP1mNLNmzeLgwYOcPXuW7du3y04swPvvv8+cOXM4deoUR44ckSvSLFu2jCpVqtChQwcyzmRwde9Vjhw5UuBzmzdvzhdffEH9+vUxmUy8//77dO7cGYBAP/F0YrUJ5OQKpKaJjqw1p+w1r57iqJGVWoxq5WJaMNnvbJp8MZrsyV7WbASb+4nYpUFRCVJyZy/NRGSl4EUh0gI/uyObdaXYn5F1NY7zmwZzcccIslMSij2OI5ZMqYasdmUFUAxH9uDBg7z22muYzWZMJhPZ2dnUq1ePKVOm8MYbb3g01uzZs5k9ezZRUVF89NFHzJ07FxBLeEm3stq3b88jjzxCq1ataN68OZcuXeK9997z1OxbDsei2I4Yfew/bCo/wduyrzndVtXKSQQKamRNUrJXvtqUOiXHjX9+Jyc1geyU+LI2xW3yHNmi68gKgsDixYsBiMmn8zWYDLzwwgu0bt3a5WdUrFiRZ555hsqVxduIdevWlZelpxf8TTCZTCxbtgwAs9nMli1bePnll/nzzz+Ji4ujVatWREdH8/nnnxPgJ0rFjOZATp48yUMxvQCwZbsfkVULjqULpRwDrVQuyIvI+jjlR6jN/ry6yQUjsnkNEdRlc6EIhcskQJQWQPEjsrbcNC7uHClf2Gb+u+sm73APOSIbUE2R8coKj6UFZrNZTtCqVq0aZ86cITo6mkqVKhXQTN2MRo0aFSi3BQXr1o4bN45x48Z5auotjU2OyDoXI5d7b6vcMXRM9AJtRWTJd5vJWArlt3ScseWIFw3aisg6lt8Sjx2bNYdp06axefNm2rdvT0BAADdu3ODUqVMEBwfTs2dPrz6zsPyByBcjafVvK5o1a8ajjz7Khg0bsFgsVKokRpZCQ0MJDQ2V1x81ahRtGofBlYmYfYOpX78+l67WJOUSmmzNLF10Gs1BGE2BWFGnztQVznVk8wIZNkuGnCOhCoTCdaVGu4RDK7+ZgjXvItQVUi3Z4jqyKSd+JvfGafl5ZvIeKjQaWqyxHJHG1HLFAiiGI9u6dWv27dtHgwYNuP/++5kwYQIpKSn8+OOPNGvWrCRs1PGUyEiE6jeA0wXqN8ri/5vUkY0Mjywp69zCMdELtHMSgYLJXqWhkS3r/VUkkcrY5u4cbdZseR/krweqpD1K45j8Ip8QhRxeffVVAFauXOm0fp8+fZyqtxTnGAgJCXH5epPoJvw2M6+DljsdHe9o04xz6x0agdjrZ1o90MiWJJ5sH/k7bPKTdaZqv/gHxGO7ajLwr3hBZDBiMAXIbb7VRJ60oGBEVm4ikHsDwZoj36FQK3JDhCKqFkDxHdmMi2LlkeA6PUg7s5LMS3sRBKFAwrwnXD+9gtQT8wHwq6ht381jR/aDDz7gxg3xavX9999n8ODB/Oc//6FBgwbMmzdPcQN1isHvvyOcWwfbnpNF8xJSc4Sb/Sj/PvL3EjPPHRwTvUD9ml5HHG8RQ54jK9hyXBaHV4Ky3l9F8rsytrk7R8cLBpcRWYXsURqnqgUOx0jT6Cji4vM0cXXr1kUQBEaPHu30/uIeA6NHj2b9+vX8+uuvTJgwga5duzJs2DCPx5G2tXQ7O69ahzo0sp5sH1keZHJoKqDGhKn8/P47QuxUiJuRp9E3B2C1ZqrOEc+TFhR0Q8S7WAbEJgKpmANKpkmGUhQ1F3CQFhSjaoFgyyXr0kEAKjZ5lvRz67BmXSH3+t/4hhXvojzt/Eb+3fUqIBDaYCAhEd7d2SlrPHZkpR7ZICZsrVu3TlGDdJRBsIgieSmaIGGQy7Go2zHMH5FVYx3EwsiL5tgjsuYgMBhBsGHLuY6xDH+UrVYrV65cITw8vMxsKGlyMq/Jj//3+2KeGP14GVrjPo4XQEkX85oIvDTyBZauWM26det44IEH2Lx5s6KfO23aNPnxokWLij2O5OhJjp/RV10RWU9wqukrtXnVyG9Q/gx6gzkAslX4G1pUHVmjCaNvGLacFKzZ1zTgyN5EWuBFRDbr6hEEayZGv4r4VWyKf5XWZCbvIfPSnmI7sldip4JgJaReX8Lbvq/pigXgQbJXq1atmDFjBteuXbv5yjply8yZCOtFnXFhEVlsuUV2DZq5eSYzN88sdHlJI3X10lK5MIn8eimDwZjXIaiE5AXu7q+xY8dSo0YNlixZ4vFnFDvreeZM8c9L3J3jst/my4+PHy1YlkopexTHwQFZsmyF/HKL5tEsWLCAVatWsWLFisLerdh3trjjSBE/oxyRVZfO0ZN55cmD/OT5qM4RdMXMmQh/2hsiSHeEJEdcZRFl4aYJUt7pSkuVImrigkPVguyrHneIy0zeA0BA1bYYDEYCwu8UX/93b7FMzblxmpyUeDCYqNrmLc07seCBI3vnnXfy9ttvc9tttzFw4EA2btxYknbpeMOsWdi2ifunYPmtPE1dUc7hrM2zmLV5VsnY5waWbLFMiU9wLUA70RBwfXVe0iW4HPdXcnIyzz33nNxxSbZLEPj888+x2WxOJZncIfXEAk7+1oLM5GL8eM6aJf55iTRHQRDIynKt98vIyOCXn7+Vn2emX+Hbb791Xkkhe5TGsfzWtWupWKziCe/2Ni2oXLkyXbt2dUqwyo9S39nijiN9Rw35I7IqqVrgybycZB5y1QIN/AbNmoUQFws4XEhL0giV/YbKt+ML05VKOlkNRPQdv7uukKQF2HI9rl6T+a/dkbU7sLIjm7ynWG2T086uASCw2t3yNtY6bjuys2fP5uLFi8yZM4d///2Xhx9+mIiICN577z3OnDlTkjbqFAOpjqwxX9UCg9GcV6NPxVFO6UfX7F/V/lxd+q6iyJ/sBSXT3WvevHlERUXRvXt3Lu24hC1HrNv52muvMWfOHDn5ctu2bYwcObJAs5KUFPdPEOnnNyJYMsi8tE8x+4vL6NGjCQgI4O6775ZLQwFYLBaeeuopLA6OU5C/gWeeeaYszPQYxwugGzdukJNrL6EnFY5XOYIckRUdp7yIrDo0sp6QJw/yzYtoqswRLAypjmyetMmerKY2R/xmUUz5Qkj9d4Fv1hDBaPaXLyg8iTALNitZl8QIe0C4KOv0r9IajD5YMi9iST/rsa1pZ1YDEFy7q8fvVSsexZT9/f158skn2bRpE4mJiTz55JPMnTuX+vXrExMTw6+//lpSdup4SGENEcChKYKKSxNJP7rSlazaEhWKwpUjWxKVC7799ltOnDjBqlWruLT5EtcOiT/4hw8fFj/LZuPq1asMHjyYmTNn8vXXXzu9/6+//nL7syyZ/4pjlvExk5OSwyx7NHX37t306dOHvXvFKPGcOXNYtGgRIQF5P2tB/ka5K6DacWxzeePGDXIsokNSlARITUjfUTki62d3ZHOvq64Y/83IqwXtEJHVjCMr/pcjsiZ12i9LCwqJyBplaYEWIrJSspdrRxYcpRLuO+bZKUexWdIw+oTgVyFa/AhzAP6VxaZQGUk7PLIzN/0c2VcPAwaCanX26L1qptjiiHr16jFp0iROnz7NwoUL2b9/PwMHDlTSNh0vyGuIUFB8nqc7Va9zKFjEW8eSSF7NtuYnf4ta8aFy0gJBEPjpp5/YsUP8EWvVqhUA/679l+TkZC5cuCCvu3z5cs6eFa/a27Vrx+rVq+nRowcAX3/9tdu3pvIc2RvFup2lFEkrk8jNzSXSoYTWnXfeicVikbtd1QjPu/0eFGCUi/+rHbmLl9HMjRs3yLXke13lCIVoZEGDzUAcImzSfLQTkRX/y+X/1Gr/TTP9taSRtV/4FOKUg2PlAve7e0myAv+qd2BwaBwRVOM+ANKTtnlkpuT4+ldpo/oEOk/wSuW7efNmhg4dyrBhw7BarZq5hXcrIBTSEAHyunvdrJZsWSLVPJRE8tqSFji3qAVlpQWbN29myJAh8vMBAwbIjyMjI0lOzqv4IOlDe/XqxZ49e+jSpQuvvvoqJpOJBQsWYDQaefHFF/+fveuOj6Lav2dmezoJIUDoXYqKlKeiAiqgqPhEEcWC5akIgqD+ntg7dlHs5aH4nvpU3kN9iBgFBEGKgkix0AIJkBBI32yfmd8fd++d2d3Z3ZnNbjLBnM8nH8iWO3eyszNnzj3f841JTiXRz06+JcW/Iz8/H/PmzUsZod2wYQNGjhyJLVu2hDzuPepFQ3EDTCYTvv7665Dntm/fjh9/JLaHqVdfyh5Pt3Nwuw12AY8GBXkKUWRbCJEVw6wFRM0MLqe2AJ+jEvKqilVOLTDa0nwURFdkjXUOlYu9InNkAQWRbQHHDjv2YzScUBZ8aYWvbg8AwJ57YsjjaR1GAgDc5etk4UQDaI2Do+BUze9pCdBNZEtKSvDoo4+iR48eOOecc3DgwAG89tprKCsri1i6bEUzYexYiD26AIhmLSDJBVIMj+zYAWMxdsDY1MxPA5i1oCUqsmEtagFFdy8VRdbv9+sihbR9M8X48ePZ/53O0JsT2jmPqrAAMGrUqJDv6uuvv44jR45E3R6JQiPzqyg/gMrKStx333247bbbtE147FjyowGSJOG0007DmjVrcPfddwMAqqursX//fvTkiQp75plnomfPnhg0aBB73ymnnIKSkhJYrVa0z5dD/jMcfCSR1TGfpgS9IG39ZQe+/PJL5pHVai1I1nc20XHCi70A2edoBJ+snv1S3ozKqQUt4Bw0diykgrYAoMiRDQoXhmuIELSbRC32Ch47LcAjK7c0Vm8wAiQWwUVtFSZ76KqSLXcgTLZciAEnPMe2qL1VFSwBIVgwdrxAM5H98MMPMWbMGPTo0QNvvvkmJk+ejF27dmH16tW49tpr4XA44g/SiqbB/PmQTifGcLXwfbm7V3QiO3/yfMyfPD8189MAZi0ILscYzd8VEzE8suHtOn///Xfk5OTghhtu0Dz8zp07Q34fMGAAbr75ZvZ7dnY2Lr9czk7NyMjAxRdfHPKev/3tb3jooYfY77t37466vYBLJrkWXiZVr732GsrLy+NPeP588qMBxcXF7P/19fV44oknkJubi+7du8P3K9l2r169AABffPEFhg8fDp6XT2NXXXUVTPCy39PtPFyuMAKiYz5NidpacoH7+933AoBuRTZZ39lEx5EE8ndXnnPYcW8An6Oe/VLejHIGJYKqmD8fUl/y/QDLkSWrckYj4pIYPF6iZK/y1pbjkWUtjWm8pQqYIqvDWiD6qoPvDfX5cxyPtPZnAtBuL/A3HETAdRjgTHC0PUXzHFoCNBPZ6667DhkZGcxz9+STT7ILSiuMB7o0r24tMH42a4S1QPTpWkJpTqhVsJqs6jmyc+bMgcvlwnvvvYdvvvkmdBxJwq233oqBAweisLAQAwcOxHfffYcvwjpT8TwfYjW49tprkZuby36fN28e8vMj/VAPP/wwzjqLeK1iElm3TFbNXCipUvpxk4Gff/6Z/X/jxo24//772e/fffcdAKBbt27s340bN8LlcuG7777D66+/jvnz54eo3ukODh6Pp1l9vVrgcrlQcYT8Lf1BAutnRLZlHffglZYaqsgaI0tWK5TfYZr80lJupilBZDmywRU4wWBWMlnFVCd/LckjKxPZWIps0CObgCLLK/zmFGkdCJF1HdZGZJnfNndQTAtES4RmInvw4EEsWbIEF154YYgC0goDYs4cSFuIF0bNWqCl2GvOx3Mw5+M5UZ9PNegyJV2OUT5mdKh5ZKm1YO8fv7DHPvroIyxfvpz9fvvtt8Pvl0nLE088gTfeeAM7d+7E4cOHsXPnTowePRo1NTXIziYntrPPPhsA8N6299j7pk2bxjrwZWZmRsRuKUGX52MRWcEtK7JWU2gUlNKPGxVz5pAfDQj3xVIokwcokaWw2WwYOXIkpk2bhuzsbIg+ubAo3U7OVSG5szrmEw5JkrBjxw4IQnKr8F9//XUWs/X8/AUAoNtakKzvbKLjKH2lFPQCbASfo579UiaPcKxYyliKpirmzIFUvBeAotiL3kQbrOCOfk/jElkDHDvxEI+UA0qPrHarBN13tbzXtGDBl7d6BwKeYxHPh8N9NOiPPc5sBYAOIns8t7Q87lBUBKmSqGgxFdkYd+hFO4tQtLN52g9LkiS3u7RkMQ+VkRVkJdQ8soePEI9g2aE9mDhxIiRJwqOPPsqet1gs+O2335jaWlFRgQcffBAAcOWVV+LEE2Wz/8iRI1FaWopDhw5h2TLSwe2Hsh9QcG4BXn75ZfTv3x9XXXUV3n//fRQXF8NkUi+mAICOHTsCQGyPrMJaYDOHEjhNRLaoiPzEgCiK+P777/Hpp5+GPP7EE09AFEUUFxfDVmADOGDYsGGxx1JcsDMcPDgOofYCDfNRgyRJmDFjBgYNGoTx48cnlcwuXboUFjMHABg2/DQA+q0FyfrOJjqOMrKKwmQzTpasnv1i+2KyMiuW1BKsBUVFkBoI+WEeWdZV0GBENhAkf1Z1FVNuiFALSRKbbF6JQBuRDRJzjdYCSZIgUo9s0C+shNmRD1ub/gAA1+Hv4o7nOUZEFHv+UE3bb0lolVaPU4gacmSN5pmiUF64ObO9ZRVbQN1asOYHojRmpfFYsmQJfvrpJ/zxxx8AgPLyctxyyy0AgMsuuwxlZWUoKCiAJEkoKCjABx98gHfeeQfZ2dm46aabsHz5cmRmZqJjx46w2eTPN++0PFaAZbVacc0118SNnmrblhSGHDsW/Y5eaS2wW8gFhd7YaiKyYaisrMTUqVPx7bffAiDFXMOHD8dZZ52F3bt3w2azYdWqVdi0aRPuvfdecByH7Oxs9LixB3rP6o0+ffrEHD/ch5yWpOSCF198Ea+//joAoKioKMIKkij279+PjRs3wmIiRJY3WbFx40YMGkR8bNR7anQomwhQGEmR1QNlcwoqBrQIRRZgV3VmLbAYXJE1RyGyQVsKJNHw1hRNxV42fdYCKeBi3ymTVT0LO70TKV6kTQ5iIeAi1iVrZndN229JaCWyxynkzl4qRNZi7IYISi8ab7LLDRxamrVAQWS/+uZ7AECGg5CVRYsWQZIk5OXloV27djj99NPZa5VL5xzHgeM4DBs2DNXV1Xjrrbdgt0eq7IkinMj+8ccfKCwsxEsvvcReE6LIWgCLCSzHVQuRXVBZibeq5eW02267De+//z7GjCGB3Jdeeik2b94MgFglFi9ejFGjRkUor5yJgyUreuA4RfgFO8OuklygE1988QXuvPPOkMc+/PBDVFRUMDtI/YGlKP1mEvwN2n3DK1aswKBBg+B2u2GzEuWc4y0YPnw42rUnanlLid9Ssxa0XI+svC+8QVu8RkN4jqzJqNYCf2xFlqjhQX+vwX2ymhRZnakFQrDQS1lwGI6MzucBAFzlayHE+HxFv5N9/ua0Ak3bb0loJbLHKWLmyNIqXIMu1bO8Rt4S1lnHmPMNR7gyVVxcjE2bSdJAdgb5YD744AMAQP/+/cFxHM4/X24X6PPJxGXChAns/xzHJX2uSiJ76NAh9OvXD4cPH8bs2bPZa5SKLECaDNBCz4MHD6qOu2zZMowaNQovvPACbj9yBLeUlaG+npxI//e//7HX1dbWYtWqVez3559/PiQqTC8kSYq4YKsmF+jAyy+/jIsvvhiSJOGGG27AV18R9WPx4sVo37498vPz8dZbb6F277/hOfoTXGWr2Xt9Ph+Kioqibv+pp56C0+nEiBEjkJFOvqss/zP4b0sp9oLKDRxVqGJdZI0GSRQAidhGQjyyLSVHlp37Da7Iaqj05220Ta2xFX1Bw76Y7eRcKwVcmkQkwUvsOLwtJ+q535rdB5asHpBEH1yHVqm+BpDFCN6SGXOOLRWtRMACjdkAACAASURBVPY4hdzZS63YixzIxlVkiReNVgvLxLuFXEjC4reWLFmCugayJG+zAFYLh5oacmK+9FIS3p+TkxNCYAGSKvD000+ndK6UyO7evRvnnntuxPOSJIUosgDxndJish07dqiOe9ddd2H16tUhKub48ePx+++/h3hLlyxZEvK+xiahSAEXIyG0xWW6g8OkSZOwaNGihMb8+9//zv4/d+5cphS73W5IkoTa2lrcd999EDzkM1V6z++9916MGzcOt99+u+rYv/32GwDgueeeA6TQ3vOUiLSUFrWyr1QRv8VuQluAvzQIGtQPhOfItpDzDx8899NiL6N6ZPX4Sn3GzZKVRIGJLLGsBbwlgxVaB9zRaxIoWPSWNdIfS8FxHFNl60uj2wsC7jIAgDmtfdzttkRE76emQJs2bTSrQVVVxl4C+FNg+nRIWW8DqAXHq1kL4iuy00dHr3RPNWihF1WTWY5jC/GoSUJoDNHOnTvR4JEgShx4TkJ2Oo+jNQLGjh2LmTNnsvdZLBZMmzYNb7zxBt566y1dnfIS/bwokQVIpm04qo6Wss/DJ1hgNfmR4eBw2mmkIOnXX3+Fx+OJsDvU1kYW96xduxZDhw4NSRCgBW0UGRnRL2pa9pGpTpwJZntb+LzVSLfz2P7rbtx555249tprwcVIcaipqcEdd9yBCRMm4K9//SuqqqrYfKdNm4bevXsDAM444wxs2bIFL7/8MmbNmoVjx46h6ugBZFhCiezzzz8PgHRYe/vtt0O2tW3bNhw6dAgA0LdvXxzbF9qvnX53tVoLkvWdTXQcNUsN/Q5LBlAzte5XiCeZt8idsQQPJEkExxlY/5k+HVLaywC8kR7ZgBOSKETtpNXU0BRZRa0pBlZkldfReGqnOa0A/rp9CLiPwJrVI+ZrhRiFXkpkFI5B9c7X4D6yIeprAi6yqmZ2/ImJ7Isvvsj+X1lZiccffxzjxo1jF7P169fj66+/xgMPPJCaWbZCH2bMgLjkn4C7FrxZzVoQv7PXjNEzUja9eBCDFxIuTJFtKcVeUBSKAAjmmAIByQYr58HlE8/H9z+V4P3334+IsnvhhRdw00034ZRT9AVWJ/p55ebmok2bNqiuVlc8fvvlexQAqG0QUFnrR4+OFqTbeQwYMABt27bFsWPHMH/+fNxzzz0h7wtXlykaGuRjLi0tDaWlpez3tWvXxpyrln1kS3zWLHacpwd9yZWVldi7dy96zYgcx+Px4Omnn8Y//vEPlJaWYtGiRRAEAfv37wcAtG/fnhV6AcDKlSvh8XiQmZkJp9OJ22+/neTXWnhGZMMbVwDEjvDhhx9CEASWUFFYWIicrHTQcjuOEVnyr1ZFNlnf2UTHUSv2kqOrmp/Iat0vpZWD4y1MkQUImY3mVzQEZsyA9PErgKAo9go2pQAI6TIpfm8uiIKXHS+xC6T0d8NqatDvO8dbVWtSlDA72hMi64rfSIbGdPFRCr0orDl9yTx8NRA8VSGRlRSMyKZ1iLvdlghNt5ZTp05lP+vWrcOjjz6Kjz76CLNmzcKsWbPw0Ucf4dFHH8Xq1avjD9aKJgFriKCmyLLOXsYkhnQJj15A+JamyIYpU1TR80tkf5598gH88ssvKCiINN07HA7dJLYxMJvNWLVqFTZu3BiSYQuQeddWkcKlmnoRDR5ij8hw8LDb7ZgRJITr1q2LeB8tHvv4448xbty4iO12794d1113Hft99OjRGDFiRKP3hxYVmSyZrKhx1oybMHToUNW5Ujz22GN4+OGHGbEWRRH79u1jncs6dAi9AFgsFmRmkgvwjBkz0KFDe2TYCWGmF7ZnnnmGvT4rKwuSJGH69OlYsmRJSFOLN954I4I8AQprQQvxyKq2ZlaomS0FTAHnLeA4PqTOwAiEPB7Czz+8ycY+E7UW2c0B5aoFLeZVQ0vwyGqxSFCYHeScr81aoE2R5c0OmNMLAQC+ur2qr5GJ7PGpyOpeI/n6669x3nnnRTw+btw4FqfTimbGhAmQXOSEpRq/xTp7Rc+RnfDKBEx4ZULU51MJsaVbC8I8spTIChzZDyEFmZqN+bxOOukkDB8+HGazOaQDWHV1NeprjwIAvH4OTrdMZAFg8ODBACKju2ismMPhwKRJkzB4b+TJleO4EN/ogAED4s5Tyz7Ky5VZ4IIXlrNGDGVk+quvvgImTCA/ivnOmzcvYqyePXviiSeeAADVmw4Kk8mEyZdeCJ6nRJbMgaq5AJCXl4fdu3fj6FHy91ywYAEWLlyI/fv348ILL1QnsqzYS1v8VrK+s4mOE37cA8ZSZDXvVxgRVJJZo/tkpYsvkgvVQhqyGMsnS78jnDk9ptWhJXhktRStUVAiqU2Rjd4MIRzWTGJTiE5kj2+PrG4im5eXF1GgAQCfffZZ3MzKVjQNpL17IJliFXvF7+y1t2Iv9laofylSDareUFtEy8uRpUusoURW4oN/9xQQ2WR9XkqfbGVlJRrqSXh3elYevH5ywenfrxsA2V9LyRlAisNocdTo0aPBcRxmcBzuysvD0qVL2esGDhyIPn364JprroHZbMYNN9wQd25a9pFlU1ozFbFtDSwV4rvvvoN79258vnUrvF5CEJVNGHJyQtWPH374AQCxFsTCxReew/7/48Y1uO2220KiyWpra7FxI2kROWLECMycORPXX389unbtCkCpunIAF4zh0lnslaxjINFxVHNkDeSR1bpfqsqy2fhtvQFA2i/vn1p6hFGSC6iKaYphKwBkj6yeblhNDS0ZshRUkRU0KLKytSCyPW04rFkkDtFXv0/1eZo8c7xaCzR5ZJV45JFHcOONN+K7775jHtkNGzZg+fLleOedd5I+wVboh2QCEKzNi6XISgGXIYsXaIUzLbLgNRBvI0Fe2iN/e0ZkTRmAYOxlstzcXJx44onYtm0brrjiCvTI3o+zZuSDM9lx2pnnAPXf42/XXwkATL1VKrKffvopioqKYLVaMX/+fABAJ4sFzxYUABdcgL1792LevHm48cYbAQALFy7ESy+9FNKCtjFQFpAoO9gNHDgQAOlgdonTia8bGvB/DzwASZJYnNY999yDefPmYdmyZbjgggtCxo1VhAYAwwb3w+HggpTbWYlXX3015Pnq6mrs2rULgLr6rFwOpoW1zCPbYnJkQ73hABTReS3PWhBKBNMheCsNm/RCISnEzdBWwcaKQdOqYlKPrGhoIqtHkQ1aC1waiGyM9rThsGQTIuuvjWMtcBx/GbJAAorsddddhx9++AE5OTn473//i//85z/Izs7GunXrQjxvrWg+SIrbk1idvQBjqpwt2VpAMijJEny4tQDBDjZG73L07LPPIisrCzt37kSajZCqgGhGu/bdAAB5OYScUEW2rq4OXq8X9fX1LH/23nvvVe3A1aNHD7zzzjvsJthsNieNxAKKtpfmdLmo0d+A7OxsRry/DhacPfvss3juuedYURb10Y4fPx6HDx/Gxx9/DKuVkIGTTz455nY5UbbpUOsFAGRnEzVFkiRs2UK6u9FmEkowRVa5LN+CcmQlMaA47iM9sqJAospaAlTTF8zx7VhGgJLIQk2RNZi1IB75+1N7ZL00fkuHtUBFkRUFLyuWa1VkFfjLX/7CAt1bYTzIRJYLuaiwR012gONJ6z9/g+ECklmObAu0FoS01w1eSOgSNmfOArzG6DsfC2PHjsXWrVtx9dVXw2EjObFt8joolifJiTsnJwcmkwmCIKCyshIbN25EWVkZunbtirlz5zbL3JVZpvS4FoLko2fPniE2iHAoldIOHTrg8ssvx+jRo7Fs2TJMnjw55naVvucMB49p06Zh4sSJ6N27N0477TSUl5dj5cqVbB4RUI2uajk5smrHPSArspAEso+myPOR0SAfQ0qPqbG7IVJQSxkUyj751ZjWgnjL8S3DI6udyJqoR9ZdEXc1VNBY7AXI1gK/sxSS4As5dqmNgTPZNdkUWiISWlPeu3cv7r//fkyZMoX5wJYvX64aN9OKpoeyGYJa/i/HcYb2fMk5si3PWqBWtEMVWVMLUBcounfvjnXr1uHhBwkhLezSk52o2Ymb55l3dNWqVdi2bRsA4o212WLH0KQKSp8ms9AE53vGGWcAAPJMsmzVv39/LFy4EAsWLEDfvn0jxsvPz8fUqVPjtgVW3pzk5tjx2GOPYcyYMejWrRuzKdDjQK3pg6oKqDNHtjkRctyreGQBQGwhyQVqFgktkYVGgNyeNvSGgU9im1r30c04uuUJiI2wizAvu0ZrgeCpghRU/I0GXR5Ze35QRApA8FTGfC29TvAarAUmRzuyaiAJ8DtLQp5TFnqlojukEaBbkV29ejXOP/98jBgxAmvWrMHjjz+Odu3aYdu2bXjnnXewePHiVMyzFTog3T8XqHlY1VZAwZvTIfrroxLZFy5/IVXTiwsxrLOXXPncEoisgnREIbJiCqwFqfq80h1m+EAi0GQiK18Mp02bhgceeABXX301e+zEE08Mm1xy5qZlH2mYPcdb5RugoIr21FNPYcKECeh+4AA+X78eDV27Yvr06XH9r1og+ORYI7tZCCl8vfjii/GPf/yD/d6jR2QQunozAVvIPsVDso6BRMaRVWMO4BSXFd5CitckgVT8N2OGqdb9kj2yaoqsMRTNqLj3bqD2kZDjCJCLqpIx/6M/PQxv9Q5YMrsip/fV8d+gAmYBssYmf7StK6QARG+NakZqc0NLYwcKjjfDZG8LwV2BgLscZke+6uskUWA3x7E6e7FxOQ7WrJ7wVm2Dr24vrNnyzbL/OM+QBRIgsnPnzsXjjz+OO+64g+UoAkSFeemll5I6uVYkBum0YcBXCMk/DAdnSQPc0ZfKxg2MzP5sKrAMXHOoImv06BsgVM2hd7+UyFqCJ+FUxG+l6vOidg7O7AgpnqK46667sHDhQhQXF7PHIlrdquTIJgIt+6hmLaA3ayaTCWeeeSZw5pmYcXViF+BoCLWLSJACLnDBv9e5556LtLQ0uFwutGvXLuS8yd6h6svUV/GfrGMgkXGUBVJK1YfjOPAmB8SAk3nfmwta90u92MvYbb0ppNOHB8/9YYpskjyygq8O3mqy8uo+sjFxIksVWXNs8seZrOBtbSB6qxHwVBiUyGq3FgCkKYLgriAFX7mDooxZB4CsrJo02gEsmd3grdoGv/NAyONMkT1OC72ABKwF27dvxyWXXBLxeH5+PiorY0vlrWgayIpmLEU29CJvJEQWe1FF1nhzDQdTphQXQUpkrWlEpTO6R1YJUSBENlSRlYms3W7HggUL2O/PPvssBg1SPzk3BURRocg2oa8x/OZE+TdyOBwsx1bVH4vY7V0bs4TbVFDeQISDEfIWcCMKKD4LU6S1wOjnIDk6LFSRpUS2sakFnqM/gRIs99FNCRfwMfIXR5EFALO9HQDiKzUi9KQWAIrkghgFX9RWwJnTI25Koo4bVK/Do8qO965eQAJENicnB2VlZRGP//zzzygsLEzKpFrROEhTpwBQv6hQqJESJQY8OAADHowfUp8KRBZ70Ra1LeBCqEJIZCJLTzTJtxak6vOiQfacKS2i2IviwgsvxH//+1/cfffdIU0O5MkNID+NhJZ9VBbqyNaCsIt3kuajRHgv+PC/EY0bO/vss1XfL6cWyItkertiJesYSGQcNSJOwbHkguYl5Fr3S40Mqq1GGBHS1VcASJ1H1l2xkf1fcFfAX78/oXEEPZFVweV3wR29ULM5oV+RDWbJxmiKQK0XetoJyzUYYUQ2SJiP12YIQALWgilTpuDuu+/Gp59+Co7jIIoi1q1bh7vuugvXXnttKubYCp2gqQWxrAX0C2JEdTCy2IvGbxlbDQEiQ+EDgQAEgXTasae3hQdk2UgShZgdbYwCai3gzfaYNz+XXHKJ6kpNU4P1bzfZZOLdBMeN0iMLRBKGCy64AAcPHozeIUwtg5Upssa/gVPzlVLIqSPG3w9AeVPRElMLyL8RRDZJHll3xSa6AUAS4a7YCGtWd93j6Kr0dxhdkdVHZC2Z3QAA3upfY4xJjrNY7XvDQYvCwoWS472rF5CAIvvEE0+gS5cuKCwshNPpRP/+/XHWWWfh9NNPx/3335+KObZCJ5SpBeHw+Xx4+umnceQY+aKIPmP03lZCZA0RwnNkjX8hDFdzaPQWADgyZWO/UXqexwNTZM1p8vKqgVUpudjLxjyqor8h5Rmm4TeEanmjhYWFMJvVtQM1RZNnHtmWZC2IEvcHNLtHVitUO5Qxa4Fxj31ASWTVrQWN8ciK/gZ4qrYDADK7XgxAQWw1wu8sRcBTqatAyhwksoJRiSwtXLNoU08d+cMAAO6jP5LccbUxddoVAGUXtKqQx4Vg8wWz4/glsroVWYvFgg8++ACPPvoofv75Z4iiiMGDB6N3796pmF8rEoDIFNlIIrt06VLMnTsX1VPa4MYLsiEYkFDJLWpDFVkp4DZkJzIlwgkJa4YAwO7IAG/OgBhwQvDWaOrY0tyQFVlHSPGUUT+HkGIvqmZIAUiiL6bVprFgHlnOTCqsdZJ9+biRT8mcqQURWTHSG07R4hRZQcWv3GIUWSpihN5QJCO1wFO5FZAEmNM6IrP7JajfvyTEahAPAfdRHPhyHEz2tqx9tyZFlnpkPQYlshqjxChsbfqT64C/Hr7aP2Br0z9yTJ0qLyBn7ipTcSRJYsTWiIVyyYLuK9GaNWtQUVGBnj174rLLLsPll1+O3r17w+/3Y82aNamYYyt0gloLeD7ywv37778DAOpcJJOv6khohaMkSRg3bhz2vrkXor95cvvCi70okQUkw1/Uo7WnNZvNMJvN4G2kAjUVEVypAFVkSbEXVU8kwzanUC5xK5flUq0iU0WWLt8lTmQjmwk0t7dUC2JZCzidXt/mhqQoGKSIV1NgFERVZJPgkfXXk2uFLacfHPlDAM6MgOsw/A0HNb3fU/kzJMGNQEMp/HWkA5VJkyJLVrKOF2sBx5thzx8CAFFvBBpDZJUeWUnwsO+mlhivlgrdRHbUqFE46aSTsH79+pDHq6qqMHr06KRNrBWJI5a1YN8+cgKpayAk9bsVX+LHH39kz1dVVaGoqAjeCi9qdzSPfza82Itc0Emkj+EVEeqv48z49ttv0b078Y/l5JCTCFv+MaA3WQ00u5czpZHjKZgRatQLOrMWmKzgeJNcaJTC+UqSyAiCJb0wuD19hEHVl0k97qKftIA1MGIVe9HvcUuwBgFQLdg0cgMZJaJ7ZIM1EX5nwo0FKGE1pxeCN6fBnjsQAInh0gJv9e8Rj+mzFhiv2EsS/QprgXbS6Wj3FwCAK4o1Q0+TBQqlR5ZaqVg7dM7M2iwfj0hobfCKK67AOeecg/feey/k8ZbSS/t4h3TT9QAii72Ki4sZaR0y/CwAgN0SCAmz37t3L/t/xVcVuO+++3Ds2DH22B9//IHa2tSSMJYjGyQhHMerhvEDgMvlQnW1evvChoYGNDSQC4/76GbU7Ho/JcfooUOHcMEFF6CoqIipOVu2bsOYMWPg95OLYqdOnQAAvDU13b0+v+1zfH7b50kdE5AL73izg2SCJqJMff45+WkktOyj7G8kN3Gsu5eSgCRpPhTkmCTHlZkRWZ2EJ0hUQ+O3HOz/WtTMZB0DiYwT2yNrjBbTWvdL1a8cPO4lo99Iz74NQHSPLCAlfFPnbzgEQL5Zc7Q/HQDQcPg7Te/31vwW8ZgWoqYs9jIax3CV/wAAMNnzWBcyLXC0Gw4A8FSoR5glpMhag1Y1KcCuk6ypgi37uO3qBSRAZDmOwz333IN//etfmDlzJu644w72QRzPf6iWBKkNOfiViuz333+P3r17szaiZ48lZv3sdBN27dqFm2++GS+88AJ2797N3iMIAubNm4fOnTvjm2++wb59+zBgwACccMIJOHIkegZeYyEqyBNAluflYgXZ03vgwAF06tQJbdu2xbZt27Bnzx42L6fTiVNOOQW9evWC0+nEkfV34OhPD8FbvSPp833kkUewbNkyjBs3Dps2kBOby+1HVpZs/qfJBSZmLUjuzUCvdr3Qq11k69PGQlnsBSTY4ahXL/LTSGjZR2VnLyDKknCS5kNBP0vO5JB9arqtBXRpXumRlb+/WtTMZB0DiYwT01pgEIuE1v1SI+VylJsxVyIopLzg8nHYDQVnsrHvMG1ooBeBIJE1Z5Cb8vSOJErOVbZG04qBr/q3kPcBWuO3CJGVBLfhiu2cpcsBAOmdxumqGbDnDgJnskPwVsFXtyfi+USKvXizXS6sDCqxrM3tcWwrABIgspS0Tpw4EWvWrMHixYtx/vnno6amZXj+/gwQj5F8OuWFcMuWLRAEAT169MC///1v9O43GADQtg058N9++23ceeedTJ2deMVEvPjmi8jKyoLH48HcuXPx448/QhAElJWV4aKLLsKAAQOwYcOGpM9fYtmlNrz99ttIS0uD0x1cKlEQqOXLl6O6uhqiKOK+++5D3759MXr0aJSUlOC8887Drl27UF5ejk0/rGD9p5O9POX3+/Gf//yH/f7i/OcAAL6AhIcffhhPP/00efzFFwEAfLBLS7KtBXsq9mBPReQJsTGQJElR7EWJLDmxCnou6Hv2kJ9GQss+hpMQ1aSFJM2HQmCtJLOjZu3Gg6pHluMUBV/x29Qm6xhIaByV+DAKlofbzNYCrfslqexLaKGjsVRBJaQKErUU/jlwHIfMbn8FAFTtfDWhsSmRtaQRRdaedzLpuuWvg+fY5pjvFf1O1nEqf9ijsLUZCEf7EYxcxwKvSEwxUnKBJAbQcPAbAEBml/N1vZczWWFvewoAdZ9sIoosAKYKU5+snja3LRmNKjsePHgwNm3ahJqaGpxzzjnJmlMrGgnpv58AUHjsIBcdnXXWWZg8eTJTBrPS1A+BTYFNeOvgW9i1axcAQoQ/+ugj9vyPP/6IX3/9FZMmTcLRo+rkMBAIoK5OfyoCvWgXHyjDzTffDEmScOAgsTeI/nr885//xJQpU0II5NKlSyGKIn777Td07doV69atY8/9sfUr9v/GdrYJmack4ZJLLkFVFakKPeuss5CRRm4e/AEJkyZNwv/93//B6XSyIHx6Qkl2sdfFr1yMi1+5OKljks+BXLRZgkQiRO3ii8lPI6FlHyOsBcG85JCc1yTNh4KuEvDWrISLgiRmLQhX0rRHVyXrGEhknJjWAnP0ffBUbYev/kDE46mA1v1SU5fpSoSRCx0BQHr3HQDqXuXc/rcCnBnu8nVwH/tZ37iCTw7WDyqyHG9CeoeRAICGQ6tivt9b8wcAwOQogCW9EJ3P+wKdzv6X5lVcEyv4Mo5P1n30RwjeSvDWHOZ51QP6HtItLRSJ+G4BZVOEoCLro4qstja3LRW6iezUqVPhcMjerfbt22P16tU455xz0KVLl6ROrhWJQVKJ33K7yUWEfnamoPnfZhFAzyWFhYW44IILMHv2bGT2I4SloKCA3aR8ruIrPHjwIB5++GEAwEsvvYQbb7wRTif5Es6aNQv5+fnMzqBp7mKAXUhOO30ke1zkybwDnhpce+21+Oijj/DNN99EHadPnz6YOXMmAKDhqGwnSGZu7g8//IAvv/wSJpMJL774IlavXo0HH7wHANCjRx906tQJHMchPV022dO+2ano7pVsKC/YcnMKY1dvh1sLWOOPFMbM0SVzThlRlnCxV2giIouuMnjFv0z+YsVvhe5DwFOJ0qJLcWjFlNRPUAfkm6Ewv3Jw6djIBV/yuT/yhsKS0QlZ3ScCAKp2vKxrXL+rDIAEzmSHyZbHHqc2gYbDK2Mq1dQfa8s5gcxPpw3RiFmyzhIikGR0Gqt63MeDLZd0maMkXwmmyJq1F3sBAG+lBV9EXKEdB02tRDYU7777LjIzQ/+4NpsNixYtQnFxcdIm1orEoZZaQBVZuz0YaRU8sHlOQpqdnFSuueYaLF26FPPnzw850Xz88ceYPXs2rFZycrzzzjuxfft2LFq0CADw2WefwePxYPbs2Vi4cCGmT58OSZLw+uuvw+fzYfLkyXj//fcRCMT3USkv2G6ffGKsayAe05JiuWBg0KBBuOyyywAgomPSu+++iwsvvBAAkMbJrQCTSWhefZUs0U2dOpW1Zm3fjpzkBww6WfU9vK3lpBaIQjCxgLeyLmRGjyEKV9P4JuhgR8kz6SaWWHB+NCJIv8PNvSwfD1rit8IVWX/dHkD0I+A6HNEZrTkhNzVRdFnjuJbhk6U5slGIVZsBtwIcD9fhVTE7S4WD+WPTO4ZcG9I6ngWOt8JXuxvuiug2M2/QH2trc4LmbSphtO5ekiTCefBrAEBG5/MSGsOW3RcA4K/bJ9/IBiFbC/QlDUQqsrUhjx+v0ERkt23bBlEU2f9j/bSi+aHWopYSWarIciYbO1FTe8HQoUNVx8vLy8P8+fOxd+9efPPNN3j22WcxcOBATJo0CXl5eTh8+DDOO0/+Mi9dupTFfAEku3bq1Kl48skn485dWRDSpVtPFBUVAQD2FBPv16ESUox20UUXYdu2bfj000+xZ88e7Nq1Cx9++CE6d+6MtWvX4vTTT0e/fv0AAB2y5QtoYzrbKFFeXo7FixcDAGbMmMEeZ/46FUUESJ21IBUIL/QCkLDi2FSQ47eotSA1nmTVbfK2xBVrldQCQEkCja7I0uM+evxWOBmnVfAAENCYRdoUiBYlpvTJGhXRcmQprJndkNGZ+Dlrdv1T87g0esuS3inkcZM1G1k9LwcQW+WlubHW7MQaJ9HtqhVGNQc8x7ZAcFeAt2Sy9Aa9MKcXgjOnQxJ98NXvD3kucY8sbYpAPLKytaCVyOLkk09mEUwnn3wyBg8ejJNPPpn90N8HDx6c0sm2QhvUOntRawFVZDmOYyHZ2enkMBg/fnzMcTt16oRzzz2X3ZE7HA689dZb4Hkeq1evZq+rrq5GL0VVOK3ef/DBB0Nepzp3P5mnxyfi0ksnMaW1PtjAYec2YowfNGgQe0/Pnj2RDInBmAAAIABJREFUlZWFK6+8EiUlJRgxYgSbb3qaHb0L5ZN6sjqZ/fOf/4Tf78epp56KU045hT0eK08TUBIr4xPZ8EIvQBmsbhwFjUKSpIj2onRJLVk3MKrbVZDnxD2yUcgTLfYKGJzIqqiYFNEU2YCCyCpJbXNDrdgLaBnJBTKRjd7FLqfPtQCA+v2fab7BkxXZwojn2vSfBvAWuI+sh1vF7wkAARdZFbOkd9S0vXDIDQT0tcRNFaitIL3wHPAJdgzkOA627D4AAF+YvaCxRJYVe7VaC2QUFxcjPz+f/X/fvn0oLi5mP/R3pQrXiuYDtRbwMawFgEyqXl3wDDZv3hzifdaKiRMn4tNPP436fFFRESorK9G/P2nDN27cONTXRycVzz3zBADA7ZUwYsQIdtzRTmRS8At+wgnxl6h4nsdJffNgs8pLYckiNJs3kyrdiRMnhjwuX9DViSxd4hG9LcBawBRZ+bgwckMH1iYVSmtBEyqyJnsjiGwUa0GL88iqpBZE8ciGKrIGIrJRCtfkNrUtgchG92za84fBmtMXkuBB3b7FmsYNz5BVwpJeGNN7K0kSAm6yomZO66Bpe+Fw5A8DwMFfX9zsBV+SJLHYrQydaQXhsOYEiWztrpDHE2mIACg9slSRJec9/ji3FpjjvwTo2rWr6v9bYUxII/4CHFkfYi0IL/YCSMGXH8DwIf2R0emUkDF2Pqo9a3DixInYvHkzFi5ciFtuuQUrV67E7NmzccEFF2DMmDEAgIULF+LUU0+F1+vFRx99hJtvvjlinJKSEnz87/cx6ZECWO2ZGD9+PCRJwjnnnIP89kcB1CEzaIOgtoF4GNgzDYDsP0qWkvjHH+QOOpxQR1NzKJREUJKkpGUv6/m8tEJStKelYEtXnirtA+1Mztzi7WMIkQ3exNGixhCPbJLmw7bLGngkX5HVk1qQrGMgkXEkIbqlRm5RG24tOKj6/1RB637JhXdh6jizjRjYWjBpIrDvk6jWJoAogTm9r0XFj/ehbu+naNPvxrjjBlhXr06qz+cOmI66fYvhKlsDX/1+WDO7sedEXw272TM5ClTfHw8maxZsbU6At/pXuCs2IrPrhQmNkwx4K39BwHUYnDkNae3PatRY1qBP1lsjE1lJDMiNaBqZWiAqogGPZ2gisl988YXmASdMmJDwZFqRHFDlQ3kyU1dk6UW+8eTulFNOYUvsgwYNwrhx49C5c2f2/F/+8hc8//zzuPPOO/H000/j+uuvh8USeqF49tlnYTUR5TUntx3J0eQ4fPvtt6jf/z+U/zALvXp0wOzZUzBkyBBN8yrMtwPwQ4ANJniTsq+iKDIi27dv35Dnwpe2w8FiUKQApEADOJ0nqqYELfbilYosXboyoDVCmbXalIqsGGItIAqKJPogCl7Ny44sUD4itaCFWAvE0LQIJaK1qA0YVZGNsi+sGYiRPbIx0iOUyOh6ASp+egi+2j/gq9sHa1aPmK+nOdzhHlkKS0YXOApOhbt8HZyly5Hbfxp7jtoKTLa8hJfhAcCRPzxIZDc1K5FlTRA6jmbHdqKwMUVWthYojy9eZ1vZaB7ZViIL4K9//aumwTiOYx2MWtF8kGqIn1npk1JTZOWLfCS5+3oHqcgcN3BcQnNQU0xvueUWPP3009i3bx9eeeUVXHrppcjLy4PFYsEvv/yCN998E8P7kbUxZXtOMldCEPr2LMSY2+ZrnkebLHJC90jZSOcqNOfIvv/++1i5ciXuvPNODBxIeopT9XTDhg1wu93IyMhA9+7dQ94XzyPLmezgeCsk0QfBW6P7jjsaGvt5qUFuTKH0yNI7fvW2wOqTI3PDuMbNLd4+Kn2a9LNSjd9K0nzYdkVFaoHiwiP6nTqIrLqSr0eRTdYxkMg4sY57WZGVybgkiQg0HGa/+xX/TxW07le8Yi/JyNaCw4RwRlsRojBZs5HW/nS4ytYQ4jlgetTXCp4qBFzEGkCXwtWQ2Xk8IbIlX6kSWXNaYmoshaPgL6jZ9V6z+mSTaSsAAGvQI+uvPwAx4AFvtrNCWs5ki6msq0H2yAYV2aCF7Xgv9tJEZGliQStaBsQjB4G2CLlbVFNk5WXXSCJ7xyd3AAB2DkzeMmx6ejr+/ve/46677sIdd9yBO+64I+I1p5x0IoDKkGYOAMBbaLC9Po9rTgY5xBv86Ui3Ah7nMXzyySe49NJLYTKZ2OsOHz4MjuPQoUMHlJWVYerUqQBIa9/q6moMGTIEV1xxBYYMGcI8wRMnToTZHPoViueR5TgOJlsuAu5yCL5qWKCucOhFKj4vkRV7KY6ZRBRZ+jk3ckk/3j6GJxYAUVYdkjQfte1yvAmcOQ1SwEXsBfa8OO8OIoqSxrpiaejslaxjIJFxYjdECBZ7KRRZwXMsxArSFKkFmvcrGpFtCcVe238B+qqnR4Qjo/P5hMiWfBWTyHqCLW0tmd1giuHZTO80BvjxfnirtsHfcJCpt8wf62ivZ1ciYM8fBoCol4K3mp2LmhK+mt/gdx4AZ7IhvcOoRo9nduTDZMsNtqrdC3vugIQLvQAlka2CJPpZDGBr/FYrkgZBELB///6Utzhk8Vt8ZLFXqCKb+ozNcNx6661RnyssLMTd/0fyWJUFRkDi1fLUU1vrJmTM76nG5MmTcdVVV8HnIxfSY8eOYcCAATjllFPg9XqxZMkS9v59+/ahuroa3377Lf72t79h5MiRrKPY2LFjI7YXzyMLADw92ejxmTYDKJHlQjyypAWi6K2BJBpr9UW1IxNNLfDXp2y+yvgtILGsXSlq/JZ6dJXRELMhgopHlhYPsRtUbxU73pobMikPVdNbRPwWzRCPo8gCQeLJ8fBW74DfWRr1dd4gkbW1GRhzPLMjH452wwEAztKv2eOyIptYoRcb357H4rvcFT82aqxEQdMK0jqM0p3xGg3mDGLBC7jIdyLRZgiArLxKgod1YgPk79nxioSIbENDA5YtW4Y33ngDCxYsCPlphTq2bt2KYcOGoXv37rBYLJg0aRLWr1+P8vLy+G/WCbWGCOHxW4CifWcTRimlpaVh1apVOPHEE/G///0PDQ0N2LVrFx577DF8+eWXyEgPehvDFFmTojWqnhuBjCAfrnQSdm+38rCYSZMHm82Gk046CdOnT0dNTQ3Ky8vRpUsXPP744xHjdOpE1IW6ujqUlpKTvjJ2i0IuFIl+ITHZaT9sYxNZ1WIv5rWSDBfBFd6eFpBXHYDUZd+GEx+2BK2jKULUYq8Y7V2NBHn+kVYKug+S4IUkkdU96om15vRlvuJAE9gLtCC6tYAqsgYmssEruhYia7bnsTapztKvor7OW0U6I9JOVLGQ3okU97rK5RbhMpFtnCILEJ8sgJjNF1KJ+uDfKdEmCGqgSjX9OzVGkeUtmQBHrnX+YDYtb8liDW2OV2iyFijx888/Y/z48XC5XGhoaEBubi6OHTuGtLQ0tGvXDrNmzUrFPFscBEHA3r174Xa7UVJSgkmTJsHr9bLnFi9ejMWLFyMvLw8HDhwIaWPaWGhpiAAo/INN3FVn1KhR+OWXX9jvvXv3xv333w8AqPmD9ADnwkz0lHRDEiAFXCwKJx7SrIT0Hq0FEEyO6dG1AH/sJXer4Y08KipCO8eYzWZ8+eWXGDt2LHbv3o0+fYinyWq1sv+HQKW9ZTioqqnLZ9oMkBVZ+ZjhTFbw5gyIAWezLe9FQ3h7WoDMlzM5IAluCL7alCyxRTRhCFa3C7oU2Tg5skaP34phLeAVfndJ8IAzpykC9gsh+uvgq/kD/oaDsGb3inh/UyNawSazFujs2taUoPFb4YkL0ZDR+Xy4j6yHs+QrtDkhMkkGALxVRJG158ZWZAHAnkc6GlIVFwDz1zZWkQUAR/vTUbvnA7jKvm/0WHrhrd0Nf91ecLwV6YVnJ21cSvADLnJNSrSrF0CtazkQPMdYk4Xj3VYAJKDIzpkzBxdddBGqqqrgcDiwYcMGHDhwAEOGDMFzzz2Xijm2SEyYMAF9+/bFySefjAkTJsDr9eLUU0/FTz/9hLPPPhsZGRmwWCyorKzEunXr4g+oA5KGhgiAvNxgJGWN9a0PK/Yivc7JWVqPgmy3kOXkQ0fq4fGT9199hbbixRUrVmDfvn3MQtC7d2988sknGDJkCD7//PMQjy1FPI8soPQxVWrej+YAU2QVxV6AwhrhNVZyQTQyJTdFSI2FRhTDiGxC1gL1yCfZX2pwIhtl/kDoDTX1ySoD9qmX0ihNEaLZJKhybMQMZQr53K+tSCij83kAx8NTuRW+usgW84KvDn7nfgCArU18RZa0oOUguCtYO1m6xN3YYi8ASGs/AuB4+Or2NPnxQm0FjvZnMBEoGZCJLCH8dOUo0UJgen3x1+0n4xzniQVAAkR269atuPPOO2EymWAymeD1etG5c2c888wzuPfee1MxxxYHt9uNr4OV0QUFBXA4HDCbzXjhhRcwZMgQrFixAvX19ZgyZQoA4LzzzkNJSUlSti1JIjuZUTXH4/GgpoaQjrQ0ZQU6LaCKPDH3bNcTPdv1TMqc9IDGDIVbCziOYxcSPU0N0oPDfP/DFjjdZFnzxAGR+/X3v/8d06ZNw86dO/HQQw/h+uuvx8iRI0MixABg0qRJ+Omnn0Ja8obMX4NH1mQjBUDJVGRT8XnR5Ww+zK+sLCjQNrme5KeRiLePatYCQOmTrUvqfNh2BTm1AEiMyMoFRqGLZJwORTZZx0Ai48SK3+J4E3uc+mTpRduS1pF1i0p1BJfW/YrWpYwSDsF1JOI9RoHkIHOOF79FYXbksyzU+v1LIp73Vv9KXpdeqGn1hTenwZpF/sZUyWXWAkfjFVmTNRv2PNJB1FW2ptHj6YGrnKjAGZ0jayMaA6pUB9zUWkCsK4kSWeqT9deTG5PjPXoLSMBaYLFYWLRNQUEBSkpKcMIJJyA7OztpZKyl45dffoEgCCgoKEBZWRl8Ph9cLhfatAk9EVx11VVYtGgRJEnCLbfcgn79+mHy5Mk49dRT2WvWrFmDRx55BDzPw+/3Y8GCBTjxxBOjbpuehAFyQd+6dStrHdylSxf0VFzAWTi/StHRF7dpzw5OJuiFLtxaABArhOir0eV1NMEDCcDRKheO1WSgbZYV7duGniDatm2Lhx56iJH8hx9+WPP4ZWtnIOA6gk7n/hscb44bvwVEthFMBlLxeUkqxV6AojuZ1uQCHTnUMYeJs49q1gJA5YYtSfOJ3G4YkdVh2YnaFlVHsVeyjoFExokbO2d2QPL52I0qjfzjbTmsW1SqmyJo3a9onwVTztwGJrJdC4Hg8rdWZHWfCFfZd6grXoLcQbPBcbK+xfyxcQq9lLDlDoSvbg+81TtgbzeUna+TocgCQFqHs+A5thkNZWuQ3evKpIwZD5IksTay1D6RLFgiFNnEunpR0OuLp5LY94736C0gAUV28ODB+Okn0k959OjRePDBB/HBBx9g9uzZGDRoUNIn2BJB/z5Dhw4l/ZRttggSCwBjxozBhReSYOfly5fjxRdfxNy5c9nz5eXlGDlyJFauXIlvv/0Wq1evxsKFC2NuW6nccCYbZs6cyX6fPn16SFyUJdh9RfAcVc2SbQ5QawEfZi0AoFBktc1VEgVWcFPnElEfbHObkSYf9tnZ2di+fXuIUq0Vgq8OzpJl8BzbzJa5YrXqpGBE1mNsa4GoUuwFACZr8ol4MhDdWpDadI5wjyz9+2gm+tBS7GVwa0EMjywgf5+pyk/VcZM1i3WLMkpThGifBS3KEf31mvOomxwaVoTCkd5pDHhLJgINByMyWr3VhMjaNRR6UdiCXlpP1U6mXvOWzKRlZqd3IAqyu3ydbGlJMQKuw4SQc2ZYM7vHf4MOMEXWVQ5JkhpV7AVEWtfsbSOLko836Cay8+bNQ4cO5A//2GOPIS8vD7feeisqKirw1ltvJX2CLQ3FxcWMPA4dOjTu6997772Q31evXs2q8m+77Tb2eJcuXQCQvNNYoBdVUeTwwvyXsHbtWvbc3/72t5DXmqxZrGWgr25vyHOvrnoVr656Ne78kw3WlUxFkWVEVuNFRFmUUa8gsuk2OfWgb9++aN8+sWpaWhUKyKRFkyIbzBYVk0gEU/F50Zih8Ci08NDt+JN7lfw0EvH2UV7eVrcWsJu1JM2HbVfRohYATHb9RF+KYi3gVZoJREOyjoFExol3A8eSC4I3R9QexFsyFYpsaomslv2SRAGQiK8+otjLki77ZA1qL5DqyDGnJUeWgjfbkRHslFX9W+g13JOIIhv00nqrd8CfxEIvNn7uIPDWHIj+eniObU3auLHgC7aQtWb11N2kIB7oNVgSPBB9tRADjfPI2vNOCv47GIVn/xM5fa9LyjyNDN1EdujQoRg9ejQAID8/H8uWLUNdXR22bNmCk046KekTbEkQRRGTJ09mv2shsnl5eRg1ahSys2Ufy8cffwwALK8UAJ5//nkAwKFDsU/2VLlxeQXcddddAICuXbvC6XQiLy8ynJ1WCftq94Q8/tqq1/Daqtfizj/ZoIpNeLEXoIwL00hkfXKHFN5kY0TWYRXw5JNPwuFw4JVXXkl4rr56uTiCkrp4LWqB1FgLUvF5CW7SIc4cFurP6/XIvvYa+Wkk4u1j/GKvuqTOR95umCKr9++DGIqsDo9sso6BhMaJowTS7zNV+eWClizmkRXcR1i731RAy34pFT61m1FKyChBMxokd/Ccp0ORBUASCzgersOr4KnaDgBwH90Cf91egDPDlhfdzhYOW5v+AIjC7qv5DQBgdiTHVgAQz3VahzMBAA1lqxs1luvIBpStnRn3ptwbbCEbq7NZouBNNpZkE3CVKXJkEyOy2b2uRPdLNqHT2P8grf0ZzAp6PKO1IUISUVxcjD17ZEJ4xhlnaHrfihUrUF5ejgEDyJ3sSy+9FKK8btmyBYWF5GSvRmQFQUBZWRlWrVqFm2+4AgBQ2yB3Y7vhhhuixntZs4JEtm63prmmGvSCrdbDWq+1gC5f8pYsdOzYEXXBv4lJ8mDu3Lmora3FsGHDEp5rqCJLtqXNIxuM3/JVs1xNo0GSJOYFNIV15KEeWV3dvZoA0QqO5K5wKUotiCCyNF5Nv7UgPH9YrSuWERHXWmCWlWVJFGQia82CyZbHPjPBfbQJZhsdym5jamRQrjBPfv53MkDjt7QWe1FYM7shs+sEAEDVDnJzX7WT/JvVfWLEzWwsmKxZsGR0AwA0HFoBILmKLACkdxgZMn6iqNr+IpwlS1G379OYr6OKrC07+UQWCPVfN9ZaAJAivj8DgaXQTWQrKysxY8YM9O/fH23btkVubm7Iz58ZPXv2xJ49e7B8+XIIgoCcHG0ma57nYbfb8frrrwMANmzYgIEDyVJO3759MXjwYEZkDx8+DEEI7VA0ZcoUdOzYEWeffTYO7CUG76pa+TVXXhndEE87pYQrss0Fll1qUin20mktYAUl1ixkZWWhPphaQOO7LBZ9J/tw+BVxNZTU6YnfgiQ2aVc1PRD99azwLlxNkbt7GcsjG04oKfhwRTbJoASab4QiiyidveiYhs+RjVfspVBklZYfkyUTHMdFRBA1F5REVi1KjCUXuI1OZPUvf+cOuA0Ah4aDRajZ9T5ch1cBHI82A6J3Y4wG2jyBem6T0QxBifTCcwDODF/N76qxYVogSRK81UQx9tXFvv75aoPWghQosoCyKUJZo4u9/ozQnVpw9dVXY+/evbjxxhtRUFDwp2L9WpCbm4tx48Yl9F6lOlhdXY0uXbrg3XffBQB06NABOTk5qKmpwYsvvoirr74aBQUF2Lp1Kz755BP2vhN6tgcgIddjwoMPPoj8/Hz07t076jZtzFpgDEVW8JDlbEqWlGAtdbVaC2hBiSUTWVk+psgmi9AorQXhHtlYnb043gLekkmKRrxVhmoqQEHVWN6aHaGOM0W2xeTINm2xF59AMZzsMQ2P3woqmYbPkY3tkeVZdy83+/5xJjv7rMxp7eF3ljS70qnMw1W7ttEIKb/RFdkEfJzW7J7I6HIBnCVLcfSnhwAAmV0nwBosCtYDW+5AOEu+ZL8nm8iabDlIKzgNrvLv4SxdjtwEyDYp4CLHYiwhRxID7Ppoze6b2ITjQFnwlQxF9s8G3UR27dq1WLt2bVL8sLt378bUqVNx7Ngx5OTk4L333kP//v1VX3v06FEMHDgQZ555JhYvXtzobacKgr8eorcWloxOut+rbFYwZcoULFq0iKUMWCwWPPbYY5g5cybuuusu3HXXXbjkkkuYOjtq1CjMnj0bp3Y9gLpf56NfwIZRTzwSd5vWLEJyAw2HIAZcERXqTY1AQ/TiABojEtC4/MgKSqxZ6NcvHzW7SdewZLQqlSSJ5fQBgOANkiSqTMW5kJhsuYTIeqqArKbP640HgYaYq3jbGFHzGUuRjUamYuUlJ2W7UTyyoq8Wkihoag8ZLfKp5aQW0L9BPEXWE2IroKAEMeBuZkU2SoYshZGtBZIosDVWvdYCinbDHoMk+tFw8GuA45E7YEZC42QUjkHNb2+zVQlrVo+Exom5jS7nBYnsVwkRWZqRCxAhR5Ik1ZsXv/MAJNEHzmSHJaNzxPPJgPK4akxnrz8rdBPZfv36sS5RjcUtt9yCm2++Gddddx0WL16MG2+8EevXr1d97fTp0zF+/HjU1xs09gRkKfvQqmshuI+i07kfJ0RmP/30UxbFpYzKAoBbb70VRUVF+N///gcAWLJEDrBesGABBg0ahKObHwcAmNtpO3GY7Lkw2XIheKvgq9vH2hCOHZDc0GctEP0N7A5ZjcjacsjdMC0giAdmLbBkYd68h/DsPdsBlCclakzwVoUQYkFHagFAiKzfeSBpBV/J/rxou0Szo13Ec7IiWx315B86ueTMLd4+hjcmoIgorkvSfAByQxOeIyu3hJQg+mphsse3XElRrQXBokcpAEn0xzyuknUM6B1HkiTFcW9TfY3skXUrvpfy0mlTEEQt+0XtNOENWSiMYoFQQzx/rxaYbDnocObrcJWtAWeyJdwy2JrdE93++gNcZd9DEjyw5w9PaJxYSO80FvjxAXirtsPvPKj7ekttBUAwUs1doZp1K6uxvUMydpMJ5XHV2M5ef0boJrKvvfYa5s6diwcffBADBw6M8BlmZWlr3VZRUYEtW7agqKgIAHDppZfitttuw/79+9GtW7eQ137wwQcoKCjA0KFDsXTp0pjjer1eeL1y5WtdXdPlo0qCF6K/HgHXYRxccSUhs+kddY1x2WWX4bLLLlN9zmQy4YsvvoAkSTjppJOwfTupLh0zZgzL8BW8waX58ZM0b9Oa3Qvuik3w1e5mRHb+5Pm65p0M0IsYb85QbQFIfVd+ZwkEX23cjiWy8pOJtm3b4sFHn8HhVdcmpSWvUo0FFNYCRmriEdkEfJQxkOzPixV6qSwJMtuH6IcYcDLvcvTJJWdu8fYxmiJLW6AGXIcJGUzSfAAEFXgS50YVWWIdyYLor4PgrY5LZCVJBCRCZBGlsxdAVFlTjOMqWceA7nGkAOS/QbTUAjl+i1oLTBaFItsERFbLfsXzJ8pFOUZUZGMnLmgFx3FI7ziy0fPhTTZkdDq30eNEg9neFo78oXBXbEJD2XfI6X21rveHCyK+uj3qRDZY1GvNTL6qTBFCZAO0s1erR1YrdN9e5OTkoLa2FmeffTbatWuHNm3aoE2bNsjJyVEN/Y+G0tJSdOzYkamOHMehS5cuEd3BDh8+jBdeeAFPPfWUpnGffPJJZGdns5/wFqOphNmRj05nfwhLRjcEGg7i0IqrWLu5ZILjOPzyyy84+eSTYTKZ8Pjjj7PnAtRjam+reTxqL4hneE81/C6S1GBOV69wNVmzYU4nn6dyWSgawi+YpgRa3EadqyKxACDL1qHKVGxFhLfTyvbkENlkQ24rGanI8mYHO748x35u0nnFQvgSP4XJ0Y48JgnwN8TOYdYLUZRvmpXb1XOjEouAKMc0qk9WC4GiiqwouNWtBQZZso/nT6QrRaK3OqVRYYlAUs6nEUS2JSEtmF7gOqw/hstb/TsAuRg0Wp2I30k4iSWzayJT1ARqrfHV7weCSTatiqx26CayV111FaxWKz788EOsWLECK1euxMqVK7Fq1SqsXLlS11jhS5K0EYASN910E5555hlkZGj7UO+55x7U1tayn9LSUl1zaizMaQUoPOcDmB3t4Xfuh7N0eUq2w3EcvvnmG+zYsQPDh8vLNrRblOk97T5itSzZOR/PwZyP5yRpttoQ0BCeTTvM0NaJscDit4IXTL3FYrFA79ItQe+X6K0JBqnHVqYozLbkEtlEPi9P5TaUfnM5SpZPQGnRpXCVr2PPBdwVZJ5R8h/TO5FlWk3H95w55KeRiLeP0Yq9OI6HJYNchPz1+5M2H7JNBZFV3LwwIqvFRxy0FYSPAZDvudYs2WR9Z/WOE9IWO06OrBTwqFsLHKlXOrXsVzwiy1uy2L40N+kOB7uJFvk/TRE2I7JH1occh/Eg+hvgdx4AAGR0Pg9A9IIvfz15nSWjS2OmGhNMCaYrMxyvmqXeCnXothbs2LEDP//8M/r2bVz1XufOnXHw4EEEAgGYzWZIkoTS0lLWwYpi/fr1uPHGGwEATqcTbrcb48aNw9dff606rs1mg82m7tNqKljSOyKr52RU7XgJztKvkNXj0pRsp23btmjbNlR5pUTW/P0WzeNYVZILinYWJWGG+qCFyNpyB8JZuhzeqp1xxxP8cvcgQElknZAksVF+JzFYsW/N6gV/3T4IvhpdS3t8kpsiJPJ51e79GJ6jP7Lfy9bNRJfzv4QlrYOi2Eu92jij83mo2/MhGkqLIA19LHZBU1FyjqV4+xirct6S2RW+2l3k4pWk+QChKrCSPPDsRiX+5xt63ESekjmzg3T9iZMlm6zvrN5x5PlzAKd+HMhFa+6IG0xAUbXtrtBcIKcXWvYrnj+RRoX564sRcJXBmkKVTi+YR9ZvzGzqVMDW5gRYwEIzAAAgAElEQVSY7HkQPJVwH9uCtIJTNb2PxGlJMNnz4Wj3F9Tt/TjqiiRdfbMkkN6gFbwlgyXZAMRe92e5GUkGEurslQyVs127dhg8eDD+9a9/ASBdrLp16xbhj62qqsL+/fuxf/9+PPfcczj//POjklgjIaPL+QAAV9n37C4/1ZAkkSl8Jh2OBmsw5NnvPMByXJsDAWotSIvuK6atEj3VGhRZX5giyxQgqdGfCSXJlqDVQfDVhhVbxPPIkoBxGjfWHKDHSnbva2BrMxCitxpHfpgDSRKZR1bNWgAAaQWngrfmQPBWwq0gw82JaNYCAApF9kBqtsnHKTCLNUYcIsjr6O7VHGCNKEzWqBdf1mo34GbWHqUP3mRvS/ZdEpr1O6El+kgZlaQV7opNqNz2AivqSwWYIivEeeFxBI7jkdaedPlyla3R/D56frNkdI7a3RIg2dRUYEmltQAIFXBabQX6oJvIzpw5E7fffjvee+89bN68Gdu2bQv50YM333wTb775Jvr06YOnnnoK//jHPwAA48ePx08//aR3aoaCNbsPLJndIYk+NBxa1STbFH21rE+4yaX9bs7saEeUN0nUtGSfKsSK3qKg7Q/9dfvi+o/p3S31yPImGyM5jc2SpRc8Vikr+hU5pRzAxV7skD2BzdeznTY0cLQbjvYjFoAzOeCu2AjPsa3MWmBSKX4ACFHP6DQGAOAs/appJhwH8RRZINLb3OhtBsllhC9Xl0dWbqKhRgSptaA5bzJjIV5kFaDoUCZ4FB33ZGsBx5vYTVNzJgJoIrJBu40eG0TFj/ejasfLqFdkqyYdjMj+uZQ8Zi/Q0a5WWUtiDcYfCt5KBIIrmux1zoMAJFKAbNPe3SwRZPe5Bub0QpjTOiK7zzUp3dbxBt3WgsmTJwMgbU8pOI5jMTzhXadioW/fvqpxW8uWLVN9/XXXXYfrrrtO34SbCRzHIaPz+aj+9TU4S5chs9tFKd8mtRXwboAT9Z3MbHknInCwHJ7KbXC0S35UihawO98oxV4AKagzO9oj4C6Ht+Y3OPKHRn2trMjKF0zekgVBONro5ALWbMHRDhxvhST6WL5tNEISsh8GiPGhaqHJ1gbWrO5I63AGGg5+Q4ipJADgYLbnR31/RufzUbfvUzhLlyN/yEMpi6bRCtkjG0ORdZZEPNe4bUYpMKNZshqaRkhBywAle+Ewp3WEv76YkHCNS6dNCS0FjjSfWvQ7IQRfx4clk5gd7RFwlTVrIkAqFFnBV8fUPveRDcjqdnEjZ6kOdiz+iRRZAEjrQFrBe6t/RcB9FGZH9HMWheCWiSxvToM5vRMCDQfhr9sT0o7X59wPALBkdkn5Un9O76t1Jy+0gkD3lae4uDjiZ9++fezfVsig9oKGw6ubRE1hd5kN+r9w9jzS4MJT+UtS56QHrFI+Tl9um8aCL8Ev58hSUFLb2CxZUeG/ZYH7Hkpk42c4UiIr+utSkmyhBcyGEiRdjnZ/AQA4D5CIO5O9rapnk8LR/nTwlkwI7gp4m/G4oZBJZeTfn3Yn8jtLIHGRRaWJIlpbXD2KrBjm5Q4HK3Csju8Lbw4wRTlGgaOyrXG0/TXCzZ02IqsvYYGcp8gx5z66qXETjIE/o7UAIDFc1HLmKl+r6T3UvmIOpq/QVu3eMHuBXOhlHC90KyKhS5H1+/14+OGH8cADD6BHj9Rlqh0vsLUZwO703Ec2IL3w7JRuT/AGEwuyC4HpV+h6bziRnT56enInFweCr471YI/lkQWIT7bh0Ap4YhBZSZLUvXiWLPiRBGsBHduSCZM1B4LnGFuOR5TuRkqYLJngzRkQA04E3OWwWhrX3Uvv5yVJEmsxyzMiS5R4qohFSyyg4E02pLU/A87Sr9BQ9j3sbQdHmVxyjqV4+ygv0Ucqsua0DgBvIcr59JthkbTlXcdD9CYM2ou9hDgFRvQiHe/GLVnfWd3HkhC/CYgpqHIFvJXMKqHMkQUS857qgZb9oucg3qxBkW04qGm7SnHAX7dPs2qoF7T7G5ed2iVwI8LR/jR4q3fAXbEJWd0vifv6AL1WBo9LW04/uA6vgrdqG4Cr2OuaotCrFY2HLiJrsViwZMkSPPDAA6maz3EFjuPgaDcc9cUH4anakXoiSxMLegwEztTXWtCWSxoqBBpKIXiqMGN0Yq0J9UKSJLiPrIe3hmb65bDMyWiw5ZG5eo5FT2aQBDeLMlEqP3ySYq+YcmPNBE87Xbm1K7IAUXZ8dXsQcB1hPq1EoffzEv317O9jCracteX0D6mcVQsHD0dah7PgLP0KrrLVyBs0K8rkknMsxdvHWIosx5thSS+Ev34//BNHwtL+9KTMiRU6NaLYK14IP1uBqPkNkhiIqpIn6zurd5xY3mQKmjsseqshBAu/Iq0FQY8svSFMMrTslxZFlnUYrN0NSfDBVbEB1TtfRXbva5DZ9cKI13uqQmtH3Ec3IbPLBXqmrgmCJ7jCUtgn6WMbHY784aj57W24Kzayx9zHfsbRzY/A3mYgsnpNhj14jQNkRZYel/QmPDwXm0Z0pbrQqxWNg25rwSWXXILPPvssFXM5LsHUFJUq+4C7Av4kLqOxDFkdzRAoTNYslokafuJNJRoOfYtDK6/CsS2PAYCmTmiO/GEAOBKBE+WixxRXzgQu6M8DwPxPVL1OBJIkycqNJZN1GAt4ZI+sFjTnUiolWJzJAT4YjcTxJtgVnmNTHEUWIEQWADyVWyGwYrfmQSxFFgAsGd0AyBenpGwzii9XjyIbj8haMruBM6dDErzw1e1tzHRTApalG0uRteYAQQ81Pd7D95eet/SkFkiSBE/VdqZqNxbxPgsAMKd3Am/JgiT64Kvbg8qtz8BdsQnl62bi6OZHI15PbTe0UNV9ZGPEa5IBam2K5Ws/XuFoF3lNqNrxMryVv6B2zwc4WHRZyPmJemTNjMieAoDcnChf568PNkNotRYYGrqJbK9evfDYY4/hsssuw5NPPokFCxaE/LQiFHKAf6i/ze8swYGlY1Dy5ThWJNRYMCK7pAiYMEH3++25JwIAXEd+wIRXJmDCK/rH0At6B2xO6whHwQjkDro97ntM1izY2pwAgMTaqEFQdA9SmvQZwfAkrshKgQZF95VM8NZwRVYbkTUlsd2l3s9LVBR6KaEs9ItnLQDIjYc1uzcgidH9aRMmJHQ8RgwTZx+jNURgc6XJBYteSMp8yDapCmwPeZzaNURfTVyCHz+7lGckKJa9IFnfWb3jMG9mDI8sx5sUxxrxi4a3oaZENqCRyEqSiIpNc1G6fAKK/zMUFZvuhyRGN4hq2S8tiizHcbAFW3nXl3xJvMtBkl7zx7shnveAu4IQd45HTl9SIB3tnNVY0Btp09fr4rzy+IPJmg1rTj8A5O8r+OrY+Ygz2chNR618ExiuyJrtecw+QK9JkuiHP2gfaVVkjQ3dqQXvvPMOcnJysHnzZmzevDnkOY7jMGtWlOXFPynoBSjgOoyApxJmex4kwYeydbNY5XvN7++g7eB7Gr0tfwPJ9zUdrAb26s9Jzeh8Hur3f4a6Pf9G+bEAGv6/vTuPj6us9wf+ObPPZLIvbbM1bdOWku6FFopIWYoFC6hcFgVZ5Aeil3uveBXEq1BEQFEKsgmi0AqIZSkgagGBIkKB0pbaJUD3NmnTZt8nySzP748z58ySmcksZzJLPu/XKy9oMjlznplnJt95zvf5fmOsfBAPpQlD4YzrUDD9yqh/z1q2CIMd9XA0fxTycp6vPW3wqo9SvzX+FVm1Bq1kgKS3yKtN8F+RjS61wGjVri3n3ubYVup8FQuKAr6vbPgCokstAADb+C9iqGs3+o+8G/qS6V5tVhFHGqNHvcwf+vFXitcPSR3AXm02X4avWlAEU8FxGOr8DJ2fr0JxhA9oynwKnqv+LEWzMNDysXfDV+gGK7HOgXBiPU40qQUAoDeXBLzuglMLfCuyI782hRBo+fhWdO99Tj2Hrj3PwFa+BPbKs0L+TjTjiiaQBeR0D8exDej8fBUAwFp2Mgbbt8Hj7IGz/wjM3s1DA23y1S1TXi1s5UsAAENdn8M92DHsQ2SilA/S+sOpvTKSKrayRRjq/BSO5o/kD1ceJ0x5tdBbS+E49gGcvQdgLZ0Pj2tAvaLmf/XSUrIAzp4DGGjZjJzyJXI7a+GCpDdH9aGeUkeTqgX+1QsokM5ohzF3EgDfruOOz5/AYNu/1Tf+zt1PJ7RCCMjFnPub/gUAsB6KrytOTuVSmPKnw+PswZcLk1e425/STUXZNRotZeUw3OqGWnoraEOJ75Jv/IGs/+YcSZKgN8upBeqK7AjtaRW+zS2pSC1QKhYUBHzfUjRTbY0Y7Zu3rVxOL+hvejdkm+nREqn8FuBXgqtQu85H4aoWSJKEojo5J7PzsyciXvpWNg5GzMv0XtmJtMExVaIpvwX4PkTKN9YPa8GpXOZ1D7ZDiMjPUdfup9C15xkAEsadvBL53rJFidY0Hml1XGHxpowJbzUae/U5MORUAFBqj8pc3sUFU94UGCzFMOXJxfcdzdo3EVE+SBviqFqTDazj5A/h/U3/Uiuv2KuWDWuG4h6UV2MlnSkghcTqTS9wePdeqBu97BNTXlqQIkvo2RFCpPQPV6ZQLkMp6QU9+9cCAEpPWAFzYR2Eqx8dn8vNIDzuQXTt/hMGOz+P6T7adz4MQCCncinMLfE9rZKkQ9HMGwAA5xU5YdUl97n1uAfVup5Kd5VoWUvlQHaoa1fIDwEev9QCf3q/P5bx8gUeSuvb4BXZWHNkR78pgntIqVgQuCIr6YwoPP56WEpP8OYij8xauhCS3gyX46i39WNqjFQGSk0tKBIQ0GZuK5u9gqsWAHKdXVNeLTzObnTteirsMTwuZa6GX5H15drXjxjkjbaRUjoU/oFscMqP/PMi5YAj5hZ373sBAFA89ybkTfoqcifKdbr7Gt9UzydWQoiocmQB3wcLmQR75dkw5sjNUZz9h9WfBJcUtJTKwVIy9iGol8t7x2oguxg6Yx6cvQfRd+RtAPIHDF8zFG8g61dD1n8Oqs9N6ydw9jait+E1AIApjxWa0l1cEc8f//hHzJo1C1arFVarFbNnz8ZTT4V/ox7rLIVKHcgdGOraI19O1xlhr/4yimb+FwCg6/M/YrBzF46+/19o/vj/0PjmJXD2HY50WNVQzwH0HPwLAKjHi5e96hwY8yYjVw8sK0juqqyzex8gPNAZ86CPcYOC3lIEU768e7inYXgDDXeI7kHK7wEY1sElFmrHMG/goaQWKF3VgvMlw1EDWUcqV2SHX94snvXfqFr6PHTGnKiOpTNY1KDXcWx4g5PRIITH19kozMqg0T5RLsFlBFz5GgWyEdriSjo9Cr2rsh2f/R4eV+gWs+oHowgln0x5kyHpLRCuPs27kyXMM3L5LQAw+HVGCi69pfy+mm8eIU/W2duIwfbtgKRD3uSLAMiXhfWWEnic3eiPcw7Kq6vyvBhpRdaYOwmSQX59WMtOlBu1KCuyfu/bTjWQlV/rvlJq2tcEVjcwjdEVWb0pD8Wzv6/+22ifCFPBDL9mKHIg6wrKj1WY8qbCVHAchNuBxn9chO69awBAzW2m9BVzILty5Up85zvfwbnnnovnnnsOa9aswbJly3D99dfjvvvuS8Y5ZjyltJWjeSN6Dr4KALCN/wL0pjx5BbV4DjyuXhxady76Gv8BQG43e3TD96Lqzd2x87eA8MBWfnpAiZF4SDo9CqdfAwBYZE9uZW2l240pf2pcXVPya+Uucx31j/r1q5epObLBK7JmpWpBe9xXE4ILuuu8qQUKi3cFfiQGb46se6BNvUQ9WtxhNnvFS8mtTdZGlpH4r8KFWh0F5BJcJm+az1CJxoFsmEoJuROXQ28dB89gBxwtoS8n+5dyC0fSGWAukDc4prJpSShihNxkRcCKbJgVT0MUlQuUlTJr6UK1Comk08Netcz78/jSC3y57/oRP4xKkk59r7VXyY1vjN5A1n8BQkkbUlZk1atzHds1vZopPE7fh9MxuiILAPlTL1MXOOzV50CSJF9uvDeQ9W30Cqy3K+n0qFiyCkZ7jXcDrkBuzQXeigiUzmLe7PXggw/it7/9La644gr1exdccAHq6uqwYsUK3HjjjZqeYDawlp4AvaUE7oFWdHz6GACob7qSpEP5ab/H4be+gaGu3ZB0JpQuuA2tW3+BgZZN6G38B3K9HcJCcfY2otubqqCuxq5cmdD52srl3tXTbXKjguBgUCu+/Nj4aqjmTfk62nc+AlffYXTvfwn5Uy5Wf6ZcRtJ7a1Mq1DcvjxMeZ09cYwvOo1NXZL38N0xFojMXqu1t3Y5m6OxVMZ+LYuXFsT3n4aoWxEvNWW7ZqLar9p1cYvNRPUyEMSrBFBA5oDLl12KoaxeGvrUc0a03RyaUIvQRgmfbhFPRs+8FOI6+j5wJpw67TbQbjCylCzDQ9gkcLR+HLPoe6xwIJ9bjqKkFI6zIBqcWhL5NCdC9J+KGLyVQtQe9L9qrlqFr99PobXwDZSf+fFi93ZHG5f88RPPBuvSE29B3eD3ya78BQC7LBQTlyAavyBYcB0g6uAfa4HY0R72hciRyepUAoIP+jns1OWYmknQGTPjio+je9wIKZ1wHwJcb7xnsgHuoS90fYQhRptJgG4eKM5/B4fVXQLj6UTL3R6N38hS3mAPZpqYmLF48vJj44sWL0dSUutaC6UzSm5Bf+w2073hAXsGR9LBXLlV/brCUoOKMZ9BR/xhyKs+CbdxJGGjfju69f8ZQRz0QIZDtqH8UEC5Yx58Cq9JZ6UtfSuh8jTkVMObWwNlzAI7mjwLOVUtKxQJTXmwbvRQ6gwWFM65D6yd3oWPnI8ib9DX1j9dAu7xqZSmeHfg7erNck9PVB/dAW4KBrJIj678iKwXUYo1EkiQYbBPg7D0IV38TjAkEsl+aGdtzHq5qQbzMxXMg6UxwD7TB2b0v8MNJgvNRPUyEMfpWZKWI9UyVuTY0Pr4NkcHCbfbyZxt3Cnr2vYD+o6HLIo3UolZhLVuIzs9+H1D03V+scyCcWI8TTfktIPBSbsRAFuFLcLkcLWojFHtl4HlayxZBby6Ce7AdA61bAkrJASOPS30eDNF9xDEXHCcHpl7qiqw3R1YIAbdDzn9XAlmdwQpTnvxhaqBjB+waBbJq6S1LMaRl4f9ejAWm3BqUzPmB+m+dMUddSHL2HAzIkQ3FmFOOiV9+A8I9pNbYpvQWVx3Z5557btj316xZg6lT4wtIxoL82q8DkvzH0zrupGErYQZrKUoX/AS2cScB8Ov93B3Y+9mfs78J3fueBwAUJ5gbG8w2/gsAou9dHY94Kxb4y596GfTmIjh7D6J7/4sAAI+zTw2SLcVzh/1Ook0Rgjd7+e/8N+VPjSk4TtWGL18gWzDCLaOj05vV7jjhAq1kUi9v600RV9OUTYVDEV5XMd1vhG5iCtv4UwDIVUtCb0yMboORHJhJapvTdBF1+S2/wCFcqTFfebzQgawyt8yFxw9bzZR0Bli8watS9ioW/k1O4qHkyLodzfC4B+X0Je9jY7D4rgyZC0PXFk+EUjElGa1vs4FSI9bZeyhsjqw/SdIxiM0gMQeyt99+O2699VYsW7YMd9xxB37+859j2bJluP322/Gznw3vakIyg228urM2r2bkXtDKH1xnV/g/uB31j0F4hmAtWxh4ObuuTv5KwI/Wyx9Wwq0iJUp4nBjq3g8g9ooF/nQGGwqP/w4AoO3fv4J7qFvuoiY8MFjHq20v/SXaFCE4p9H/D5/J274yWvFs+Oo78k+0bP5ZQF5o3a11qLs1+udc6xVZwJdS0R8cyGowH4HIY/TlqkYOptRAtnGLJjmKyv2Gy8sF5OBCztsT6D+2YdjP3VGWfJKLvsvzy9EyPBc51jkQTqzHibb8liEgRzb0h72RcmSVQFapWhLMf2NtsJHGpTQyGOl5CEdvLlJLirn6jqhpBXpLScAHHV+ebHSl1NyDnRjq3oeh7n3D9gIo1OBs02eavNayja8E14GwObKUuWIOZC+88EJ89NFHKCkpwcsvv4y1a9eipKQEGzduxFe/OnKANpaVLbwblUufR+6kr414W2WVcqjnQMhyMi5HC7r3/hlA4pUKQtnRr4dbAM7uvZoU7A/m7DkoF5s22GCwjdyWNpKCaVfAmDcZ7oE2tG+7T90MYy6eE/L26qrPYPStMP25gy4F+9cYVLqjRcsQR1OE1q13o/PzJ9HX9M+Y7kshhFADWZ2GRdmVQHageeOol+UbqYaswpg7CfAAHou8cpbw/XpGTi0A/K5wBAWywuOWO8UhupVAdVNdktqcxiPq8lvmKHNkEb6qiFJ/VakZGiy41GEsos1VDkeSJDW9wNV/eNhGL4Wv2+PIgexA+w7sf3kxDv71TO/XUrXblD+lPe1Y3ugVibLha6B9u1rPXXmuKPPFVX5rwYIFePrpp7F582Zs2bIFTz/9NObNm6f1uWUduUzRCVFtJDBYx8vleIRL3W3pr+PT30G4B2EpmQ/ruFM0P9c+j4TDQ/J5DiahNqiaVpBXG1fFAn+S3oTS+bcCADp3rULHZ08AACzhAlmlckHcK7LDcxoLZ1wHS8l8OYUkBr7UguhWZIUQcPbKRdaV9IlYeVy9gJCrYehN2gWylpJ5gM4Il+OoWh94tER7eVunN8PYIc+3oe74Hr+A+x2haoHCUiKnuAQ/Zx6Xr51pNAGUkvfZf2xD2tTw9j32kTd7SQabWg0gXNCuj7Ai6x5ox1CXXF/bEqbGsXLZfqh7Lzyu2Lq3RdsMIRKDX+UCpfW08hpXKLvqXf1NEc/R4+zF0ff/C8LtgKS3QtKZ4Ow9iMY3vzEsFUlNLWAgG5LRXgMA6Gt8Ax5nD0z502HxNkCgzMd2FWlKkiQYvRtmgv/4uQba0LX7GQDyamyigWA4R4fk6ZGMoGSoW24XqVWx6Zzy01BUJzdzUDZYBG/0UvhWZBNLLfDP8yuZdwuqzn4x6tqrCmU12tl3JLr7HuxQuwnFHch6V2MlvVXTPDCdwaquSI92Ga5oclUVplZ5Xg9FSNuJ/X5HWAm2VwPwVdNQKMGTpDNFTE9Q2MafAklvhbN7L/rjXJGPRr5eoHvfi1GV/xupEYVCkiT1tRcuj9wQIUfW0bIJgHy1yhDmsrDBWuqtVCIw2PHpiOfuL9EVWQABtWTVFVlrYCCrNxeoG0Qjvbe2bLkTzp4DMNjKMekrG1Bz/j9htE+Eq68B7TsfCritutlrjNaQHYkxtzrg30Uzb2C3riwS9TOp0+mg1+sjfhkMMRdBoAjU9IKgP7jde56FcDtgLpoF24TTknb/TU75TTEZBdid3hI1yh94LRTN/r5acgWSXq3fG0zJC423KUK0u8yjobzBOnsORLXC5t81KN5ATFmJ1rrXO+DfOnh0L337gqmRg0FTq3dFdjQDWe+lTfdAi5qLCUS/0UuhN+Ujf+plAID2HQ8mbVX26rIhHPvwB+jeO3xjb7Boy28Bvsvs4TbaKI1R3AOtw8am5seOUN7O13Qgtna+WgSyanev3sZhXb0CbhfUNjXYUM9BdSPv+MUroTcXwGAbj9ITVgAAehteh/D46ny7x3h72pEom70AwJg3Wa39S9kh6sjzpZdeCvuzDRs24MEHk/emOlaZ8rwrsn47rIUQat3YgmlXJm01FgCODimBbOg320Qo3W+U2otakCQJxXN/BGNuDXTG3LCrPnrNqhbE/wdPoVzy8ji74Rns8LXpDMO/a9BQ914I4Yl5ZUFpT5ucQHYROup/O+orsp4oL/EDfiuyGqQWRFN+C5ADUJ25EJ7BDjh7D8JceLz8+3Fczi6ccR26dj+FgdYtcBzboFZF0I7ALJvcBtfR8jHyp34j8q2j3OwFAKXzf4L+o+/BNn54CUfAF+AKz9CwOs/KnAq30UthKapD/5G31VzIaMX6oSIU/xxZSHJgH6pWrDF3Igbbt4VdJOiofwQQbtgmnBYQuNvGLYbOmAv3QAsGWjerHxyVKhbMkQ1Nb8qH3lwM92Abiur+E5JOm/J7lB6iDmQvuOCCYd/77LPPcMstt+DVV1/FZZddhjvuuEPTkxvrfCuyvj+4g21b4ezZD0lvhb0qTF3EV15J+L5fueEViLZNwCe3qK39tKRsWNA64V6SpBHzVH1VCxJckY3QiSlaOoMFBls5XP1HMNSzH9YRAlmnX7F14XbA1XcERnslXrkh+uc8UnvaRFlK5wOSDq6+Bjj7jsCYU67JfASAl6//ExDmw0e0G44AwPTj+4Gd38VQ196Ez0nZ7KWLoi2xyT4RA4MdGOrxD2RjD54M1lLkTbkUXbtWo33Hg2ogG8sciOTlax4H3r8cgLw5ZiTRphYAct56uNx1QH496Ax2eFy9cA+0qoGse6gbg531AMJv9FKoK7Id9QHfH+nx0TK1YKh7H+D9gBlqRdZkV7pNDU8tcPY1ontfUJMbL0lvQk7FWeg58BJ6G15TA1klFcNwzyOAVburXNmkbNEvMNS1C7kTh8cylNniShI5cuQIrr32WsyePRsulwuffPIJVq9ejepqvoC0ZPYGss7ufeplJGU11l71pfBvuLW18lcCastqMbHyZPn+ew/Jvew1IoSAq1/OCTWkYOeo0e69/Ne9z9eWMgZaphYA3p30iC6Fw39FFvB9yKktq0VtWXTPua9igXaltxR6Y64aSKjpBRrMRyEELNtXAB9eOyxAAfw3HEWxIlu3BIAE92AbXAlWLog2tQDAsJ7vQPyr+4XHfxuQ9HA0f6TmWcYyByIZL3wfFqJ5jfhSC0YOZKMRqpbsQMsmQHhgzK0JWVLPn5LG4Qx6rYz0+Gix2UtJLXAPtMpVMSSDemUt8Bxr5HMMcbWro/4xucnNuMWwli4Y9nN7tdKK9zUI4YHHNaCeu376CQm/1rKVvfIsFNV9l6uxWSimQLarqws333wzamtrsXPnTrz11lt49S40GLEAACAASURBVNVXMWtW6FxESozBVgFJb4HwDMHZ1wDhcaLn4F8BIHIJrz175K8E7Gneg4N9A4BkgHAPwuXQrmC/e6DVGwBIMIZYrUg2Y+5kGHNrIDxD6Du8Pqbf9bgH1aBJq0DWlCcHskM9+0a8rS9HNnDn/Z7mPdjTHN1zrnUzhGC+PFlveoEG87Hv8JsYaNsKCA/6Dr897OexbPbSHTgMk0XuopZoUfqRWtT6UwMsv+DF44pvdd9om6Becu49JLdsjWUORHL0kP/jK0a8RK/1B7tQ3b3UtIKyyGkFgG8F1DPUCY9rQP2+8vi4HC04uuH7OPLPa9Gy5U61coCvIUL8gazeWqpWRbGVn46qL70UMvBW50LvgYDvC48TPQfkleOiuu+GvA/b+C9CMuTA1d+EwbZ/qwG/pDNBd/BYwq81okwTdSB7zz33YPLkyfjrX/+KZ599Fhs2bMCppw7vG07akXR6dVf/UNdu9B/7AJ6hTugtxbCNC51jBgC44AL5KwEXPHQBvvLI13ybFzTMk1XzY63jogo8tCZJEuxV5wIAehv+HtPvKn+0gehbWY5EXZ3xNoiIREktMHsrMiiXxy946AJc8FB0z3kymiH4G7bhK8H5KIRA+w7fLu1QG8miLb+lnI/5Y3kOjlSUfqhrL1q3yo02Qp6bO/qVYF/wEmJF1hB78GT3tq7ubXgNQGxzIJI9u18FALW4/8AIm6aUnOvAVs3x85Xg8q0MR7vRC5ADarUxgcNXn1l5fDp3rULPgZfQd/hNdH72exz557XeVU1vIBvHc6GQJB2qvrQW1eeuQ8WSJ2Dx1rUNpqzOu/qb1DxrAHC0bJZzg83FsI47OfT4DBbklJ8OQL5Cp1YssJZC+spXEn7vJ8o0UefI/uhHP4LVakVtbS1Wr16N1atXh7zd2rVrNTs5Akz50zDYUY+B1k/UPxg5lV8atcsjxtyJcPYekC97e9vnJkrJj01FWoHCXr0MHfWPoO/IP+Fx9UNnsME92ImOzx6HcDlgyq9Ffu3wTS7+gYdWz4EpV1mRPTDibZUPATkTlmCw7d9xleBSym/pNQo8gqmtVHv2w+Voif5NJoz+pncx2L4NbgHoJcDRugXC4wzYJR9tQwSF+agOPbPcGIiwIivcQzj4t7MAyCumRcdfH+I2saQW1AAIWpEN6hIXC3vll9Dy8a0YaNsadfm2kXhc/ZhkkdOIcid9Fd17/oTBtsh5sp7BLgDarfAHd/fyOPvUYDqaFVlJkmCwjZfnX/9RmPx2rANA/5F3AQB5ky9Cz6G/w3FsA1o23apJjiwQXSUWvaUEksEG4eqHq69RTT/oOyKvhtvKT4u4iTO/9hL0Hvoruvb8WW19Ln8A6Ejo3IkyUdQrsldccQUuvvhiFBUVIT8/P+wXaSun/AwA8uXDvoY3AAC51aNXOkStf6lhLVklGDNqWLEgVubCmTDkVEK4Heg7ItfjbN16Nzp2PoLOz59E88b/CxnkqJcfNdjopfDlyx2ImIvsdvbA45RXBm3lctm1oe49MVcL8W1WC13VIVEBrVQ1KMPVUf8IAOBvHQZ0uwHh6h9WWimW1AJADmSByCuynbtWqf+v1D0OuE/hiansl1JqzX8VLpHgyWAthcWbQ9nb8HrMvx/KYMdn0EtAm1OCvfJsAMBAR/hAVggB95A3kDVpE8gqObJKaoGjdQsgXDDkVET9nqGkFwQ3GsnXC/U5L57zQ0w4VZ5bPQdfVcvSaVGNZCSSJIUswaWkzSgrruHYxn8BORVnAcKFrl2ro/odomwV9WLJqlWrkngaFE5Oxeneji4HAAA6U0FUl9e04h9kacWplt5K3YqsnF6wDJ2f/R69h/4KS9EsdaewIacSrr5GOI59oLaTVGhZekthtFcBkl6uQuA4FjZvWPkAoDMXyrveJT08zh61AUS0glvsJoO1bBGGOj+Do/kjJHIv7qEutS3pX9oNGGcUWJTrhqN5o9xJzEvNW47iEj8AmI/Jgayr7zDcgx3DKji4BzvRvv1B3/FDbHjybx0dTTMDvblY3ZHv6m2AKb824ecip/wMDLRswkDrprh+P5iyCfOoU8IJ3svizu59cDt7AhqAKISrT+0Sp9MqkLV6a8l653UsaQUKX8e8wNbPc3PkTbPmwjq5eYKlBEZ7tbyh1Xub0QhkAblt6lDnpxjqOYgcyIsFzu69gKSHbcIXR/z9kvk/QX/TuxCeIeROutBb4eB3ST9vonTD1hZpTme0B7yp2SvPjqrwuFZC5fUlyrcim9pe1/Zqb57sob+j4fWveHcKn4KCqXLpoVCriVpvbAHkQvLGHHnzkbM7/IYvtYmErUJutep9bgZjTC/Qol7mSJSgQwlC4yV3cxIw5k5Cq0uHnf3yW1Z/UJ3aWDZdAYB+0LciFmoz00Dbv9XVdwDDWoICvtJb0d6vJEnqc6akkail0IzxrY5biuWNtoluWlMogV+bU4LBUqx2ngt3fCXdSdKZNOsSp6baeFfBY9nopQjX+nmeN5BVGskoH2j9JfN14U9dJPC+typXhqylJ4Stge3PlDsR5aevRumJP8e4Rb9kpyoaszjzM4D/G23wm26ymdS8vkOaNbxIhxVZALAUz5Vb/OpManOEopk3+IKwlo+HXepPVhBo9gYk3fteDHsbtXuPt8C6ueA4AMBg+7aY7isZwXgwa9mJAIChrs/htsY/b3yrcXIQs7NfzgccaPk4oLORUkZLH6Z1aShm72p7qM1MyhUIvXWc9/hHh91GSWeApAOk6C5u+X8wFMKDgdZP5HMpnBH1efszF9apx8vRJf76VANZl1wVQ9lUOBimnqzbmx+r07AChlI/29l7SK4f2/ZvALGuyHpTC/yuVkgQfoGsb6NycJcnrTZxjiQ4tUCZ67E0uLCNOwkFUy9jSSka0xjIZoCcyqXQm4thyKmANUxHnAA7d8pfCdj5s53Y+bOdMNgrAUhygfI4O2H5E0KkRY4s4O0ENvv7mHjeehTMuBbFc2+GbdxJMBfVQTLY4BnqwlDn5wG/o+Soah0EFh53DQCg5+BfMBSmQoSSi6jsDreWysGi49hH6vMVDSU9Qq9hnm8wg6UEpjy5nqXjpfvjno++1bhF2PmznXjllu3y5XlnDwY7P1NvpwQsBuvwLkrDeF8fSgtjJVDyp+SEK8GTy9EM4XEF3Eb4dROLtsOef/Ay1Pk5PEOdkAw2mMPsbh+J3lyofiB85ztPRD0HwnE55BXMa5f+GADUXffhGiN4lC5xGqUVAHKbWp0xFxAe9Ox/CcIzBL21TH3somGwDk8t2PS9Ncg3yBs1rSXz1e+bi+eoK8+SwTaqG2kBuQSXEGLYh7a4aPDeT5RpGMhmAL0pD9Vffg3Vy16NKhdPSzq9WV3dCNWbXggBR8sWtGz+OVq3/jIgbxCQKxS07/wtjn74Qzi9eaceVy8kvTnlK7IKY045Suf9WN2VLumMsJbIm2iCW626k5AjC8gdj2wTTgOEW93cFMzjLQGlVBtQV45bNw8LssIRHheE2wEg+ZdQrd4qF/1H/xXX73ucveqmLmWsks4AS5kSwL+v3tbtvfSvXFKO6vy8ObaO1i3DrjYoK7LW0gXyrnDhDijQD8RWsUChBC8DbVvhaP7Qex7zE0oXUjtZRSiT5XH2qq1kI3EFPY5qsB9uRVbj0luA/AFTWZXt2vMMAPn5j6Udd6jUgv6m9+RjjT85YFOgf3rBaOXHAv4NMhrlKxcDrZB0JpiL547aORBlAwayGcJgKYm+pejrr8tfCXh9x+t4fYd8DIt39aL/SGDzACEEWjbdhsZ/XIjOz/+AjvpHcXTD/6h/MHsb3sCBV89A27/vQc++F9D45jfQuvWXAIC8KZdollOXDEobzOA8WS3b0wZT2lF271urligLuG9vIKsEDaaC6dCZ8iFc/fjnpt+rz1ck/l2akv1HW8lD7Nv7d4jXXov59+Xd6m4YciphzClX56RtvHxZuK/pXfW2vhXZKAJZ7+vDXDQbkAxwO5rh6g/qmObNWzTlTVZXeYPzLT1xBLK2CV+EpLdisH072nbIm8kS3bypbEjcv/8fIedA/7EPsf+lk3Hwb2ePWKZLGePmowe9x5YDWWfPgZC1dLUuvaUw5cur+Up5uVgfIyWQlZuvyB+uDxyUc1BDtcjNrTkfkHTDSnUlk8E2AXprGSBcaPfOBUvJvMQWKzR47yfKNAxks9H3vy9/JXKI576P7z8nH8O/8LqyciWEQOuWO9C1+ykA8oqGpDOht+E1NL33X+ja82c0vX8D4HHCUjIfRns1XH0Ncj6nzojCGd9O6PySzVrqLerfsjFgtU5tBZmE1Uxr6QJYy04ChEvt4OZPTS3wbgySJJ2aXvDGhpXq8xWJcv6S3pL0TYO28Ysh6UxwedoxdPeNMf2u8LjQvv0B+Tje5h/KnMzxbn4caP4YHlc/PM4+3/Nii9y+VD6Q/PrQGaxy9QcAAy1b/O7bDVdvAwC59qsSyDqDdsArK7KxBB5G2wQUz/khAF8930QDWWVFtvPYx8PmgKN5I4688y14XL1w9hzA4bcuC+iY5U943Gqu8U9f+w0AJXVBTgEKtSnOnYTUAgAw5U0N+Hesl9v15iJvcwwB14A8psYj8sbDUCkKluI5qDp7LcYv/k18JxwHSZKQU74EgLzhFEgwrQDQ5L2fKNMwkKUR5ZQvgaS3wNl7CIMd9XIQu/VudH7+JACgbNEvMOHU32L8qY8AOiP6Gl9H88ZbAI8T9urlqDxrDSrOfBYG7878vMn/AWNOeSqHNCJz8WxIejPcA20Y6valVDh75O5bSk6d1nIqzgQADLRsHvYzj1qv07ejWQmCTs9z4dKSoYBVylBGY6OXQmewqd2J+mrdIW8z2LkLbdt/g7Zt9wV8HX3/vzHQuhk6Yy6KZt4Q8DvGvMkw5FRAeIbgOPaRuhorGXJi/oCh9LJ3tPoeb5fjqFzOS2eEwTbBt7oXtOFLqVoQy4osABRMu0K9yiHpzeqGqngp+bUVJgGz5PvQNdRzAIff+RaE2wHruFNgyKmEs/cAunY9FfI47sE2QLjgFkCny3cZX8mTHWwbvqnQE5S3rRVlRRaQg1Il3zpakqTzbdTzfgCZYJI3bhrDrLpaiufElJqiBaVOuGI0SysSZQsGsjQincEGm7Jy0LAObdt+jc5PHwcAlJ14J/KnXAwAsFecicoznkJO5VJIOhPsE8/H+MUrIekMMOaUo2rp8yiZ/1OUzLslVUOJmk5vVldl+w6/BUAugD/YXg8AcW/OGYlS4H4gRN5m8GYvAGqgWGMRuLTEhSPvXAOndzUxlGSmRoSiFGnvDxHIugZacfjty9G+/X6073gg4Ku3YR0AoGzR3XKdXT+SJKkl6fqa/ulLK7BFsdEriBJQ+q/IKrvIjTmVkHR6v+L6QYGsy1vyK8rater56/QYt+ge6K3jkDvpwoTz3g3WUuit46CTgBqLr8pG6+Y7IFx9sJSegPLTfo/CGdcBCL9xS0kr6HBJ8MAXyJqLZof9PXVFNkmpBQBgKVsYU36swr+WrNvZgwJvYYloOm+NFtv4UwDlyohkCKiNTETRSbR7JI0R9qpl6Gt4DZ2f/V69pFq64DbkTw1s42otWwRr2SII4RlW19BgG4fC4741auecKHvVMvQf/Rd6D61D0fHXw9lzQN2oprSU1Jq58HhvObB2OHsOwJQ3Sf2ZUjHBf0XWUlSH0hPvwKo3bsdMqxsTLS601/8W4xbeFfL4br8Wu6Mhp+IMtGxeAUeVB87eRhjt8mVqITw49sEP4R5ogdFeE1AOSWEumoXc6i+HPu6E09C951n0N72r5jxGlR8bRPngMNj5KTzOPuiMOWrzEWXlTgmIhqUWKCuyceR6m/KnYNJXPogrQAvFUliHPscxTDHLgWzf4fVyu1PJgHGLfgGdwaJ++Aq3KSy49JYi0u+p5bc0Ti0w2MrVFq62OC+3+38AcfbIVSg6XYiqRuto0RntsJYthOPo+7AUz4bOYEv1KRFlHK7IUlRyKs6ApDOpQWzJvP9DwfSrwt4+G4pz51QuBSQdBtu3wdnXqBaFNxfMgKRLzmdAnd+l5oHWLQE/C97spSiYejkeP2bCY8fkndjd+14Iu6lntFdkjfYqWPfpAB3QUf+o+v2eA39Bf9M7kPRmTPjioyg78WfDvvKnXBT2uNZxJwOSHs6e/d6mCVGW3go+P9sEOeVFuNF/VN7VrgQ9Jm8uZbh2p544V2QVWgWxgC/YPM7mgRAetG69GwBQcNzV6ocuc8FxgKSDe6BFzYX1p4yvzRl4XuqGr96DcHvzehW+8lvaphZIkg455UugM9jlVqxxMPqtyCpNB44Opd/7Uv6USwEAuRPPS/GZEGWm9HtVU+KmTJG/EjlE2RRMKfMdQ2/MRY63RE3xnJtQOOP/JXT8TGCwlqqbqXobXld7tCcrrUCh1Lh0+AWygT3thwcNU8qmYDB3mpxj53Gia8+fQh5bqVqQjM1q4RTvrwEAdO97Hq7+oxAeN9p3PgQAKKr7T5gLpkd1HP85qTflqWkBvQdfBRBDakHQ68NedbZ8nENyOoNSscCYW+09buh2p2pXrmiriSSRsmloUa4H3ftewFDXbuiMeSiq8+UX6wxWNdc01OqqkqLhMhUEvvbNBTB6g2FHS2CntmSlFgDA+MX3Y9JXPxiWWhItvVJL1tGkpov06tNnNVaRO3E5Jl+4BfnTrkz8YBq89xNlGqYWZKO//CXxQ9ww/BjjTroHxbO/D1Nu9IXJM529ahkczR+ha9cf1WoBSjelZFHzNv02IAlXPyDkPFNdiEujyvPVufsZOJo/wmBHfchj+zZ7jd4fdOsf3oL1zUvgaN6IjvrHYCldAGf3XuiMeciPsKofLHhO2ivOxEDLx+qYol6RDXp92KvOQednf0Df4bfgcQ+qNWSN3q52SsqC23EMQgh1JdXtXdU0WEujHkOymIvnwpg7CejZj5aPfwoAKJh+9bDL6ObCOgx17cJA+w7kVARuNFJWZL928nW4xptPq7CWLYKzey8cxzbCXnm2+n3PYHI2ewFyPedEKmv4fwBRSs2dfcJVWpya5jT7MKTBez9RpuGKLEVNpzePqSAWAHJrvgKDrdxbsUFZkZ2V1PtUcj6HunarNXmV1VjojJD01rC/a1brbw5vXgH4B7KjV/gd8NXI7drzJ7Rs+TkAoOC4byW0MqyUhVPEu+PcUjIPeus4eFy96G/6l9rVS2leYLDKJb2EZ0hdhQUAl7dlsN6S+kBWkiTkTfoaAPk8dQY7Co67etjt1HzXEKW0lBVng3XCsJ8pZaEcLcENQpJTfksLSmrBUNceDLTK3dti6Q5GRJmBgWw2evhh+SuRQ6x/GA+vT+wY2UBvLkDFmX/ybSTSGWHOnxr5lxK9T2uZvJNZeOByyMGSf+mtULmVyvOl1N909TXC4+ofdjsltWA0ym/5Tu5hWF/cCnvVOXIw6DgmB1oxrMYCw+ek0V4dsDoe9Yps0OtDknSwV30JANC1+2l59VvSqS2UJb0JeksJgMD0Arf3uVEC3VR7qcnXsCB/2hUhU1CU5gkhUwu8Y/vL5xuGvfZt3rJQgx071cYIHtcAhFvOE07GimyiTIXHw5hbA4+zG0Ndcqvpv+zalOKzSjIN3vuJMg0D2Wz0yCPyVyKHWP8IHlmf2DGyhSl3IirOfAamgunIn3JJQHvLZJAknV83KTm4UCoWhEsJUJ4vvaUIenMRAIGh7n3DbucZGt3NXvLJPQLpkd9i/BceQukJP4PRXo2S+T+OeYNQqDmptBYFAH20K7IhXh/2Knl1t79J7v5ksJUHPM+hNnz5VmRLohxBcq381zP4e4cB5qJZKDzumpC3MXkbQLj6j8A94FtdFkKoY/v9xpeHPc4G23h5NVN41E2IyocrSPrR/WAUJZ3ejIoznlYbOgDAQx+uTeEZjQIN3vuJMg0DWaIomPImY+K5r6HsxDtG5f7U/D6HHFxE2ugVLLi9pz93ilILADlAL5j2TdSc/0/k135dk2Mq6QWS3gpDAgGltfTEgIDUXrk04Oe+58NvRXZAWZFNfWqB4nfHTKhe9hfoLUUhf6435qplxQY6fKuynsEOuQkEgHZX6GoKanqBt22z/5zUsgKDlow5Fag881mY8mrx7z4dekL35SCiDMbNXkRpKLgIf7jSW6GY8qbC0bwxZJ7saHb2Gg2mvCmYcOpvIRlsCW0MknR6TDj1UTiaNyKnfAlMBccF/FxJLVFa1wqPS13RTIcc2ViYC2fC2XMAg+071Ha/SoCutxTDJRwhf89atgjd+56Ho1nOk1XyhdMxrcCf0V6J6i+/gXNvS261ESJKDa7IEqUhX2qBsiIbQyCrrMh2Z38gC8jpBUpAlghr6QIU1X0H5sIZw1YYzYUzAPi6W7kH2gAIQNJ7Uzkyh7XUW7as4XX1e0PeSg2hNnqpv+ddkR1o2waPsw+9h/4GADDlTgr7O+kiXVeMiShxDGSJ0pBvRVau7em/2WskkVILlEB2NOvIZgOldehA2zYIj9svP7YYkk6fylOLmX3i+YDOiMH2bWqZtr7GNwH4gtVQDDmVckky4UL7zofQvfc5AEDBjGuTfs5EROEwtSAbnX32yLcZ6RB1iR+D4heck6nkI4aqIQsEPl9K5QJn70F43IPQ6X2dp9TNXqMZyGowHwEN52Qc52PKmwrJkAPh6sNQ925fxYI0SiuI9vExWIphr1yK3kN/R9feNSid93/oOywHsvaqZTi7rj3k70mShIIZ/w8tH/9E7dJmKT1BbsKRAcbEe5pGrzWiTMJANhvdd1/ih7gk8WNQ/IJ3yXtG2Ozl/3zprWXQGXPhcfbA2bNfbk0KeWe6x+UtvzWaVQs0mI+AhnMyjvORdHpYiufAcWwDBlo/ASR5FTad8mNjeXzyplyK3kN/R8/+l2EbtxgeZw/0llJYShfgvktODP97k/8DHTseUj9gFc3874y5bD8m3tM0eq0RZRKmFhClIV9XomMQwuPb7BVFRy5JkmDy1rr13/AldwfzeI/D1IJYWYrnAgAGWrf6dfVKjxqysbKNPwWGnAp4nN1o9nYCs1d9CZIU+U+CTm9G4fHXA5A70NnGfyHp50pEFAlXZLPRjTfK/03g0/mNa+RjjIlVjDRksJQCkg4QLrgH2uB2Rt7sFfx8mfJqMdC6JSCQVfJjIRkg6S1JPPvgk0t8PgIazsk4z8dS4g1k27ZCMsiPn96aHjVkgdgeH0nSIX/KJWjbtlItI2av/nJUx8mfdgUMtnGwlCzImNVYYIy8p2n0WiPKJAxks9EbbyR+iJ2JH4PiJ+kM0FtK4XYcg6u/acTUguDnS1mRHez8VP2er6uXfXQDEA3mI6DhnIzzfJQV2aGu3WpViXTKkY318SmYcR0kQw48zh4Y7VVqrutIx5EkKaARRaYYE+9pGr3WiDIJA1miNGWwjfcGskf9ym+NnFoAAJbiOQCAgdZPIISAJElweS+HR1P5gIYzWEthyKmEq68R/Uf/BQDQp1EzhFjp9GYUHvetVJ8GEVFCmCNLlKbUDV+OoyOuyAYzF80CJAPcAy1w9R0GAPQf2wAAsBTPS8LZjg1KGS5FOq3IEhGNRQxkidKU0dtNytlzCMI9ACD6Lko6gwXmojoAgKN1MwCgv+ldAIBtwqlan+qYkVO+RP1/SW+BKa82dSdDRERMLSBKV0rlgqGuz73fkaAz2qP+fWvJAgy2/RsDLZthG38KBr1dqWwadMEaq3Jrvgpz4Ux4nL0w2qugt2RWVy8iomzDQDYbffe7iR/i9MSPQYlRUgsGO+VAVmfMDVseKdTzZSmdD3z+BAZaP0F/03sAAHPh8TCMdl6nBvMR0HBOJnA+kiTBXDBNm/PQmFaPT7a+9rN1XAE0eq0RZRJJCCFSfRLJ1N3djfz8fHR1dSEvj5tcKHM4mj9C45uXqv825FRh0gXvRv37zv4mHHh5MSDpkVNxJvoa30Dh8dejZO7NyThdIiKiuMUbrzFHlihNKSuyilirDRhtE2C0VwPCjb5GuSyPbcJpmp0fERFRqjGQzUbnny9/JXKIh87H+Q8ldgxKjN46DpLOpP470kavcM9X6Yl3qMeQDDmwlszX/kRHosF8BDSckxqdT7rR6vHJ1td+to4rQJbObaJImCObjfbuTfwQzYkfgxKj05tRPOcHaP3kLvkbwh32tuGer5wJX8T4Ux/Bsfe/h9xJX4WkN4W8XVJpMB8BDeekRueTbrR6fLL1tZ+t4wqQpXObKBIGskRprHDGtRDuAbRtuw85FWfGdQx7xZnI+Y8tkHRGjc+OiIgotRjIEqW5opn/hfxpVybUkYtBLBERZaOU5sju3r0bixcvxrRp07Bw4ULU19cPu82aNWswb948zJw5E7NmzcKDDz6YgjMlSi22lSUiIhoupYHst7/9bVx33XXYtWsXbrrpJlxzzTXDblNZWYl169Zhx44deO+99/Cb3/wG77//fgrOloiIiIjSScpSC5qbm7Flyxa88YZcFujCCy/EDTfcgAMHDqCmpka93SmnnKL+f35+Po477jjs378/4Pv+BgcHMTg4qP67u7s7OQNIZytXJn6IixM/Bo2etH6+NJiPgIZj1Oh80o1Wj09az6UEZOu4AmTp3CaKJGUNETZv3oxvfvObAekECxcuxK9//Wt88YuhW2jW19fj1FNPxfbt21FeXh7yNitWrMDtt98+7PtsiEBERESUnjKyIYIkSQH/jhRTNzY24oILLsCjjz4aNogFgFtuuQVdXV3qV0NDg2bnS0RERETpI2WpBVVVVWhsbITL5YLBYIAQAg0NDaiurh522yNHjuCss87CT37yE1x00UURj2s2m2E2m5N12pmhrk7+786d8R/iVvkYO38W/zFo9KT186XBfAQ0HKNG55NutHp80nouJSBbxxUgS+c2USQpW5EtKyvDvHnz8PTTTwMANk27DQAAFONJREFUXnzxRdTU1ATkxwJAU1MTzjzzTNx888248sorU3CmRERERJSOUppa8Nhjj+Gxxx7DtGnT8Itf/AJ/+MMfAADnnnsuNm3aBAC49dZbcejQIfzmN7/B3LlzMXfuXDz55JOpPG0iIiIiSgMpbYgwffp0fPDBB8O+//e//139/8cffxyPP/74aJ4WEREREWWAlK7IEhERERHFi4EsEREREWWklNWRHS3x1iXLaHv2yP+trY3/EM3yMWrL4j8GjZ60fr40mI+AhmPU6HzSjVaPT1rPpQRk67gCZOncprEh3niNgSwRERERpVRGNkSgJNmzx/fJPN5DNO9RVzAo/aX186XBfAQ0HKNG55NutHp80nouJSBbxxUgS+c2USRckc1GbIgw5qT188WGCKOCDREiy9ZxBcjSuU1jA1dkiYiIiGhMYSBLRERERBmJgSwRERERZSQGskRERESUkRjIEhEREVFGYtUCIiIiIkopVi0gIiIiojGFgWw2ev11+SuRQ+x4Ha/vSOwYNHrS+vnSYD4CGo5Ro/NJN1o9Pmk9lxKQreMKkKVzmygSphZkIzZEGHPS+vliQ4RRwYYIkWXruAJk6dymsYGpBUREREQ0pjCQJSIiIqKMxECWiIiIiDISA1kiIiIiykiGVJ8AJcGUKYkfoizxY9DoSevnS4P5CGg4Ro3OJ91o9fik9VxKQLaOK0CWzm2iSFi1gIiIiIhSilULiIiIiGhMYSCbjR5+WP5K5BDrH8bD6xM7Bo2etH6+NJiPgIZj1Oh80o1Wj09az6UEZOu4AmTp3CaKhKkF2YgNEcactH6+2BBhVLAhQmTZOq4AWTq3aWxgagERERERjSkMZImIiIgoIzGQJSIiIqKMxECWiIiIiDISGyJko7PPTvwQdYkfg0ZPWj9fGsxHQMMxanQ+6Uarxyet51ICsnVcAbJ0bhNFwqoFRERERJRSrFpARERERGMKA9lsdOON8lcih1hzI25ck9gxaPSk9fOlwXwENByjRueTbrR6fNJ6LiUgW8cVIEvnNlEkzJHNRm+8kfghdiZ+DBo9af18aTAfAQ3HqNH5pButHp+0nksJyNZxBcjSuU0UCVdkiYiIiCgjMZAlIiIioozEQJaIiIiIMhIDWSIiIiLKSNzslY2++93ED3F64seg0ZPWz5cG8xHQcIwanU+60erxSeu5lIBsHVeALJ3bRJGwIQIRERERpRQbIhARERHRmMJANhudf778lcghHjof5z+U2DFo9KT186XBfAQ0HKNG55NutHp80nouJSBbxxUgS+c2USTMkc1Ge/cmfojmxI9Boyetny8N5iOg4Rg1Op90o9Xjk9ZzKQHZOq4AWTq3iSLhiiwRERERZSQGskRERESUkRjIEhEREVFGYiBLRERERBmJm72y0cqViR/i4sSPQaMnrZ8vDeYjoOEYNTqfdKPV45PWcykB2TquAFk6t4kiYUMEIiIiIkopNkQgIiIiojGFgWw2qquTvxI5xK11qLs1sWPQ6Enr50uD+QhoOEaNzifdaPX4pPVcSkC2jitAls5tokgYyBIRERFRRmIgS0REREQZiYEsEREREWUkBrJERERElJEYyBIRERFRRmId2Wy0Z4/839ra+A/RLB+jtiz+Y9DoSevnS4P5CGg4Ro3OJ91o9fik9VxKQLaOK0CWzm0aG+KN1xjIEhEREVFKsSEC+ezZ4/tkHu8hmveoKxiU/tL6+dJgPgIajlGj80k3Wj0+aT2XEpCt4wqQpXObKBKuyGYjpSD2zp3xH8JbOHznz+I/Bo2etH6+NJiPgIZj1Oh80o1Wj09az6UEZOu4AmTp3KaxgSuyRERERDSmMJAlIiIiooyU0kB29+7dWLx4MaZNm4aFCxeivr4+5O1+/vOfY8qUKZgyZQp++tOfjvJZEhEREVE6Smkg++1vfxvXXXcddu3ahZtuugnXXHPNsNu8++67ePbZZ7Ft2zbU19dj3bp1eP3111NwtkRERESUTlIWyDY3N2PLli24/PLLAQAXXngh9u/fjwMHDgTcbs2aNbjqqquQk5MDs9mMb33rW3j22WfDHndwcBDd3d0BX0RERESUfQypuuOGhgaUl5fDYJBPQZIkVFdX49ChQ6ipqVFvd+jQIZx22mnqv2tqavDCCy+EPe7dd9+N22+/PWnnnRE02LGa1Tt7s1BaP18a7aDWbIxZuqNbq8cnredSArJ1XAGydG4TRZLS1AJJkgL+Ha4SmP/tRqoWdsstt6Crq0v9amhoSPxEiYiIiCjtpGxFtqqqCo2NjXC5XDAYDBBCoKGhAdXV1QG3q66uDkg3OHjw4LDb+DObzTCbzck6bSIiIiJKEylbkS0rK8O8efPw9NNPAwBefPFF1NTUBKQVAMBFF12E1atXo6+vD4ODg3jiiSdw6aWXpuCMiYiIiCidpDS14LHHHsNjjz2GadOm4Re/+AX+8Ic/AADOPfdcbNq0CQCwZMkSXHzxxZg1axZmzJiBs88+G8uWLUvlaRMRERFRGmCLWiIiIiJKKbaoJSIiIqIxhYEsEREREWUkBrJERERElJEYyBIRERFRRmIgS0REREQZiYEsEREREWUkBrJERERElJEYyBIRERFRRmIgS0REREQZiYEsEREREWUkBrJERERElJEMqT6BZBNCAJB7+BIRERFR+lHiNCVui1bWB7I9PT0AgKqqqhSfCRERERFF0tPTg/z8/KhvL4lYQ98M4/F4cOTIEeTm5kKSpGE/7+7uRlVVFRoaGpCXl5eCM0yNsTpuBcc/dsc/lscOcPxjdfxjddwKjj/9xy+EQE9PD8rLy6HTRZ/5mvUrsjqdDpWVlSPeLi8vL22f3GQaq+NWcPxjd/xjeewAxz9Wxz9Wx63g+NN7/LGsxCq42YuIiIiIMhIDWSIiIiLKSPoVK1asSPVJpJper8eSJUtgMGR9pkWAsTpuBcc/dsc/lscOcPxjdfxjddwKjj87x5/1m72IiIiIKDsxtYCIiIiIMhIDWSIiIiLKSAxkiYiIiCgjZVQgOzAwgK985SuYNm0a5s6di2XLluHAgQMAgObmZixbtgxTp07FzJkz8d5776m/d9ddd2H69OnQ6XT461//GnDMJUuWYPLkyZg7dy7mzp2L++67L+z9x3sf2TzuWI4Tr3Qe/8cff4xTTjkFs2fPxty5c/H2229rO3gkZ/xCCKxYsQLTpk3DzJkzsWTJkrD3n6p5D6T32DN17ms1/mTP/WSMffHixerzNXPmTEiShG3btoW8//7+fnz9619HbW0tpk2bhrVr16o/e+KJJzBr1iwYDAY89NBDmo473cd+1VVXobKyUj3WD3/4wzE1/t27d2Pp0qWYM2cO6urqsGbNmrQf+6ZNm3DyySdj3rx5mDFjBu65556w95/KeR83kUEcDof429/+JjwejxBCiAcffFAsXbpUCCHE1VdfLW677TYhhBAbN24U1dXVwul0CiGE+PDDD8WePXvEaaedJl599dWAY4b6Xjjx3kei0nncyRhvsHQdv8fjERUVFeLtt98WQgjx6aefisrKStHf35/okAMkY/z333+/+NrXviYGBweFEEIcOXIk7P2nat4Lkd5jz9S5r8X4R2PuJ2Ps/p5//nkxc+bMsD+//fbbxZVXXimEEGLfvn1i3Lhxor29XQghxNatW0V9fb345je/KR588MFEhzpMOo/9yiuvTMqY/aXz+BcvXiyefPJJIYQQR48eFVVVVaKxsTGR4QZIxtjnzp0rXnnlFSGEEG1tbaK0tFTs3Lkz5rEne97HK6MC2WAff/yxmDJlihBCiJycHNHc3Kz+7MQTTxTr168PuH2iAU2896G1dBr3aIw3WLqMv6WlRVit1oDbzpw5U7z44ouxDCdmWoy/oqJC7N69O6r7S5d5L0R6jT1T574W40/F3Ndi7P7OOecccd9994X9+fHHHy82btyo/vuiiy5SAxjFaAR1QqTX2EdrzP7Safw5OTni2LFj6s+WL18u7r333liGExMtxj537lyxevVqIYQQhw4dEhUVFaKpqSnk/aXTvI9WRqUWBHvggQdw3nnnoa2tDR6PB6WlperPampqcOjQoaiO88Mf/hCzZs3CJZdcgn379oW8TaL3oaV0G3c0x9FSuoy/pKQE48aNw4svvggA+Oijj7Br1y71MlCyJDr+7u5utLS04KWXXsJJJ52Ek046KezlsXSa90D6jT3T5r5W40/F3NfqdQ8Ahw8fxjvvvIPLL7887G0OHTqEiRMnxn0fWkq3sa9cuRKzZ8/G8uXLsXXr1hhHE7t0Gv+JJ56Ip59+GgCwd+9ebNiwIe3n/ZNPPomf/vSnqK6uxrRp03D33Xdj/PjxIW+bTvM+WhlbFfeuu+7C7t278eijj8LhcECSpICfiyjL4z711FOoqqqCEAIPP/wwli9fjvr6+pC3jfc+tJRu447lOFpIt/G/8soruPnmm3HnnXdi1qxZ+MIXvgCj0RjjqKKnxfidTieGhobgcDjw4Ycf4tChQzj55JNRV1eHmTNnDrt9Osx7IP3GnolzX8vxj+bc1+p1r1i1ahWWL1+OkpKSiLfzv59Mnvf+Eh37nXfeiQkTJkCn0+Gll17COeecg927d8Nut8d0HtFKt/GvWrUKP/jBDzB37lxMnjwZZ511VtrP+1/96lf41a9+hYsvvhj79u3DkiVLsHDhQkyfPj3k7dNh3sciI1dkf/3rX2Pt2rVYt24dbDYbiouLAQAtLS3qbQ4ePIjq6uoRj1VVVQVAfuJuuOEG7Nu3D21tbXjzzTfVxPA777wzofvQSjqOO9xxkiEdxz979mysW7cOW7ZswerVq3HkyBEcf/zxmo3Zn1bjLy4uht1uV1ckqqurccopp2DTpk1pOe+B9Bx7Js59Lcc/WnNfy9c9IP9hfvLJJ3HNNdeo36uvr1fH/p//+Z8A5MfGf6Utk+e9QouxV1RUQKeTQ4evfvWryMvLw+eff57QOMNJx/FPnDgRzz//PLZu3Yq1a9eiq6srred9a2srXnrpJVx88cUAgMmTJ2PRokXYsGFD2s77mI1OBoN27r33XjF//nw1+Vhx5ZVXBiRBV1VVqUnQiuDcEafTKY4ePar++4UXXhDV1dVh7zue+9BKOo471uMkIh3HL4QIyDP63e9+JxYsWKAm6WtJy/ELIcS1114rHn74YSGEEO3t7WLixIli8+bNIe87lfNeiPQce6bOfSG0e+5HY+5rPXYhhFi/fr2oqqoSbrc74n3fdtttAZteysrKRFtb27DzSFauYLqOvaGhQb3dBx98IIqLi0VnZ2eswxtRuo7/6NGj6jx/7bXXRFVVleYbfLUcu8vlEoWFheKdd94RQgjR0tIiKisrA/Jg/aV63scjowLZhoYGAUBMnjxZzJkzR8yZM0csXLhQCCFPrqVLl4ra2lpx/PHHq0+aEELcddddoqKiQphMJlFcXCwqKipEc3Oz6O3tFQsWLBAzZ84Us2fPFmeccYbYunVr2PuP5z6yedyxHifbxi+EECtWrBBTp04VtbW14rzzzhOHDh1K+/ELIb+ZLV++XNTV1Ym6ujrx6KOPxjX+ZM77dB57ps59rcYvRPLnfjLGLoQQl19+ubj11ltHvP/e3l5x8cUXiylTpoipU6eK559/Xv3ZU089JSoqKoTNZhMFBQWioqJCbNmyZUyM/cwzzxQzZ84Uc+bMESeddJJauUJL6Tz+xx9/XEyZMkVMnz5dLFmyRGzfvl3DkSdn7P/4xz/E/PnzxezZs8WMGTPE/fffH9fYkz3v4yUJkQEJEEREREREQTIyR5aIiIiIiIEsEREREWUkBrJERERElJEYyBIRERFRRmIgS0REREQZiYEsEREREWUkBrJERERElJEYyBIRERFRRmIgS0SUIldddRUkSYIkSTAajRg3bhyWLl2KJ554Ah6PJ+rjrFq1CgUFBUk8UyKi9MRAlogohZYtW4ampiYcOHAA69atw+mnn47/+Z//wfLly+FyuVJ9ekREaY2BLBFRCpnNZowfPx4VFRWYP38+fvzjH+OVV17BunXrsGrVKgDAypUrMWvWLOTk5KCqqgrf/e530dvbCwB45513cPXVV6Orq0td3V2xYgUAYGhoCDfddBMqKiqQk5ODRYsW4Z133knNQImIkoCBLBFRmjnjjDMwZ84crF27FgCg0+nwwAMPYMeOHVi9ejXefvtt3HTTTQCAxYsX4/7770deXh6amprQ1NSEH/zgBwCAq6++Gu+//z7+/Oc/Y9u2bbjooouwbNky7N69O2VjIyLSkiSEEKk+CSKiseiqq65CZ2cnXn755WE/u/TSS7Ft2zbU19cP+9nzzz+P73znO2htbQUg58h+73vfQ2dnp3qbvXv3YurUqWhsbER5ebn6/bPOOgsLFy7EXXfdlYQRERGNLkOqT4CIiIYTQkCSJADA+vXrcdddd6G+vh7d3d1wuVwYGBhAX18fcnJyQv7+li1bIITAtGnTAr4/ODiI4uLipJ8/EdFoYCBLRJSGPv30U0yaNAkHDx7Eueeei+uvvx533HEHioqK8N577+Gaa66B0+kM+/sejwd6vR6bN2+GXq8P+Jndbk/26RMRjQoGskREaebtt9/G9u3bceONN2LTpk1wuVy49957odPJ2xqee+65gNubTCa43e6A782bNw9utxvNzc049dRTR+3ciYhGEwNZIqIUGhwcxNGjR+F2u3Hs2DG89tpruPvuu7F8+XJcccUV2L59O1wuFx588EGcd955eP/99/Hoo48GHKOmpga9vb146623MGfOHNhsNkybNg2XXXYZrrjiCtx7772YN28eWltb8fbbb2PWrFk499xzUzRiIiLtsGoBEVEKvfbaa5gwYQJqamqwbNkyrF+/Hg888ABeeeUV6PV6zJ07FytXrsQvf/lLzJw5E8888wzuvvvugGMsXrwY119/PS655BKUlpbinnvuAQA8+eSTuOKKK/C///u/mD59Os4//3x89NFHqKqqSsVQiYg0x6oFRERERJSRuCJLRERERBmJgSwRERERZSQGskRERESUkRjIEhEREVFGYiBLRERERBmJgSwRERERZSQGskRERESUkRjIEhEREVFGYiBLRERERBmJgSwRERERZSQGskRERESUkf4/7kfExAU86wUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22bbafc9da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msft.changepoint_date_analysis(search='MSFT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
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